{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b709e66c-63ba-430f-bddd-bc8d04816e23",
   "metadata": {},
   "outputs": [],
   "source": [
    "from droidlet.perception.robot import LabelPropagate\n",
    "import os\n",
    "import json\n",
    "import sys\n",
    "if \"/opt/ros/kinetic/lib/python2.7/dist-packages\" in sys.path:\n",
    "    sys.path.remove(\"/opt/ros/kinetic/lib/python2.7/dist-packages\")\n",
    "import cv2\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ed5303f1-9a93-4228-9821-4e8cf6989e85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(<class 'numpy.ndarray'>, <class 'numpy.ndarray'>, <class 'numpy.ndarray'>)\n"
     ]
    }
   ],
   "source": [
    "root = '/checkpoint/apratik/finals/default/apartment_0/'\n",
    "\n",
    "def make_data(root, img_indx):\n",
    "    src_img = cv2.imread(os.path.join(root, \"rgb/{:05d}.jpg\".format(img_indx)))\n",
    "    src_depth = np.load(os.path.join(root, \"depth/{:05d}.npy\".format(img_indx)))\n",
    "    src_label = np.load(os.path.join(root, \"seg/{:05d}.npy\".format(img_indx)))\n",
    "    with open(os.path.join(root, \"data.json\"), \"r\") as f:\n",
    "        base_pose_data = json.load(f)\n",
    "    src_pose = base_pose_data[\"{}\".format(img_indx)]\n",
    "    cur_pose = base_pose_data[\"{}\".format(img_indx+1)]\n",
    "    cur_depth = np.load(os.path.join(root, \"depth/{:05d}.npy\".format(img_indx+1)))\n",
    "    print(f'{type(src_img), type(src_depth), type(src_label)}')\n",
    "    # Visualize label\n",
    "    return src_img, src_depth, src_label, src_pose, cur_pose, cur_depth\n",
    "    \n",
    "src_img, src_depth, src_label, src_pose, cur_pose, cur_depth = make_data(root, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "192c7b44-7cb0-432e-845e-3046fe8e1751",
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from utils import d3_40_colors_rgb\n",
    "\n",
    "def display_sample(semantic1, semantic2):\n",
    "    \n",
    "    arr = []\n",
    "    for semantic_obs in [semantic1, semantic2]:\n",
    "        semantic_img = Image.new(\"P\", (semantic_obs.shape[1], semantic_obs.shape[0]))\n",
    "        semantic_img.putpalette(d3_40_colors_rgb.flatten())\n",
    "        semantic_img.putdata((semantic_obs.flatten() % 40).astype(np.uint8))\n",
    "        semantic_img = semantic_img.convert(\"RGBA\")\n",
    "        arr.append(semantic_img)\n",
    "\n",
    "    titles = ['src', 'propagated']\n",
    "    plt.figure(figsize=(12 ,8))\n",
    "    for i, data in enumerate(arr):\n",
    "        ax = plt.subplot(1, 2, i+1)\n",
    "        ax.axis('off')\n",
    "        ax.set_title(titles[i])\n",
    "        plt.imshow(data)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "45ad0844-7907-4e94-bf4b-10b198e5f07e",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = LabelPropagate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b8894049-6c9d-42e6-9152-0dd36122d677",
   "metadata": {},
   "outputs": [],
   "source": [
    "label = x(src_img, src_depth, src_label, src_pose, cur_pose, cur_depth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e0f9f844-de5c-4e1d-9447-fcc2f9af3c72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqsAAAFOCAYAAAChelRdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAADoSElEQVR4nOy9d3xk13mY/Zxbphf0vlhgsb2y7C4pdom0JMuSrC5ZcqFkq7nFcZzixLGdfLHjFKc4TmLHjiU7LpItWxQlSlQnRYqd3N4bei8zmD5z7z3fHzMoAwzaLoABsOfhb3/EzNzyzsyd977nrUJKiUKhUCgUCoVCsRHRyi2AQqFQKBQKhUKxEMpYVSgUCoVCoVBsWJSxqlAoFAqFQqHYsChjVaFQKBQKhUKxYVHGqkKhUCgUCoViw6KMVYVCoVAoFArFhkUZqwqFQqFQKDY8QojPCyH+XbnlUKw/ylhVKBQKhUKx5gghpBBiZ7nlUGw+lLGqKDtCCKPcMigUCsVWQOlTxVZEGauKNUUI8c+FEH1CiJgQ4pIQ4lEhxG8LIb4khPhLIcQk8LgQokoI8TkhRL8QYkII8US5ZVcoFIqNghCiUwjx60KI8wUd+TkhhEcI8YgQoregaweBzwkh3EKI/1bQp/2Fv92F40xt/y+FEKOF435s1nl+TAhxQggxKYToEUL89hw5floI0SWEGBNC/OvC/o8VXjsuhHhRCBERQgwIIf5QCOEqvPaDwiFOCSHiQogPF55/pxDiZGGfF4QQh2ed604hxBuF+8cXAc9afsaKjYsyVhVrhhBiD/CLwDEpZRB4G9BZePnHgS8BFcBfAf8P8AEHgDrgv66zuAqFQrHR+Rh5PdoB7AZ+o/B8A1AFbAc+Bfwr4F7gDuAIcHzWtlPb1wDNwM8A/6egrwESwE+T180/BnxWCPEeACHEfuB/FeRoBMKFY0xhA/+4cOw3AY8CPw8gpXyosM0RKWVASvlFIcSdwJ8BnwaqgT8GniwY2y7gCfL3hirg74D3r/QDU2wNlLGqWEtswA3sF0KYUspOKeW1wmsvSimfkFI65JXijwKfkVJOSClzUspnyySzQqFQbFT+UErZI6UcB34H+InC8w7wW1LKjJQyRd6Y/LdSymEp5Qjwb4CfmnOsf13Y/lngKeBDAFLKZ6SUZ6SUjpTyNPA3wMOFfT4AfFVK+byUMgv8JiCnDiilfF1K+ZKU0pJSdpI3Ph9mYT4F/LGU8mUppS2l/HMgQ97Qvhcwgf9WuCd8CXh15R+ZYiugjFXFmiGlvAr8CvDbwLAQ4gtCiKbCyz2zNt0GjEspJ9ZXQoVCodhUzNabXcCUPh2RUqZnvdZUeL3UtgATUspEqdeFEPcIIb4vhBgRQkSBz5D3lE4dd1oGKWUSGJt6LITYLYT4mhBisJDi9buz9i3FduCfFFIAIkKICPn7QVPhX5+UUs7avqvEMRS3AcpYVawpUsq/llI+QF4pSeA/TL00a7MeoEoIUbHO4ikUCsVmYtusv1uB/sLfcs52/eR1bqltASqFEP4FXv9r4Elgm5QyDPwRIAqvDQAtUzsJIbzkw/dT/G/gIrBLShkC/uWsfUvRA/yOlLJi1j+flPJvCudqFkLM3r91kWMptjDKWFWsGUKIPUKItxQS+9NAiny4qggp5QDwDeB/CSEqhRCmEOKhudspFArFbc4vCCFahBBV5PNSv7jAdn8D/IYQolYIUUM+XP+Xc7b5N0IIlxDiQeCd5HNCAYLkI11pIcRx4KOz9vkS8C4hxH2FnNLfptgYDQKTQFwIsRf47JxzDgE7Zj3+E+AzBW+uEEL4CwVeQeBFwAJ+uXBPeB/53FvFbYgyVhVriRv4PWAUGCRfOPXrC2z7U0CO/Kp8mHz6gEKhUChm+GvgW8B14BqwUIP8fwe8BpwGzgBvzNl2EJgg7039K/L1AhcLr/088G+FEDHyRu7fTu0kpTwH/BLwBfKezzh5fZ0pbPJr5I3bGHlDdK4x/dvAnxdC/h+SUr4GfBL4w4I8V4HHC+fKAu8rPB4HPgz8w6KfjmLLIorTQRQKhUKhUGw0hBCdwM9JKb9zi8d5BPhLKWXLEpsu51gBIEI+7H/jVo+nUCyE8qwqFAqFQqFYFkKIdwkhfIWc1/9M3nPbWV6pFFsdZawqFAqFQqFYLj9OPn2gH9gFfESqEK1ijVFpAAqFQqFQKBSKDYvyrCoUCoVCoVAoNizGYi/+/i/fpdyuC3C2fxeXBjsAaK4Y4GjbGQxtXlcmhUKxhkigt3o3f/+mXyFnzh8bPvjmOxbr8bjlaPsXTymdvRasUQRSw2G3fQode9WPXW/3ccB+fdWPq1CsNmdaH+Dpuz8BLKyzFzVWFQuzo6aHztEWMpab/mg9k6lOqvzRcoulUNxW9NTs5avHPl3SUFXcXrhkmkpnZEX72FInmgoCEPLEMTSr5HZ77ZM02D0lX7sVBJJqOYQ2r6e/QnF7MB5o4JVdb19yO2Ws3iQeI4MQeQUjpcalwR3cs+MkmlBKR6FYayTQU7OHrx37FElPuNzibCmEdHBNt81cXVrtq7TaV9bk2H4ZY7tzdUX7xNJ+vnPhPhyp88DOV6kLjiFuK1+8QlE+xgP1fPneX2Q82LTktspYvVmEpCYwQe9EIwAD0VrGExXUBNR4e4ViLcmH/nfx5PGfJ+UOllucTYPfibLDvrjkdl4S3Jn74ZrIoGOvScj7Zgm4E7RV93F9tJVz/buo2zO29E4KheKWkMBEoJ4n7vklxgONy9pHGas3iSZgR003Q5M15GwTiUY87aPaP6FW5grFGpIP/X9GGaorpEKO8Ujua+UWY0MhBGgiX2sQTQXpjTSwrXKwzFIpFFsbWzN48vjPMxZa2qM6heoGcAvUBieo9M3kqV4ebi+jNArF1kYC3dOh/1C5xVFsEVoqBzE0C0fqXB9pxbLVbVGhWCscoXG29QHGAw0r2k/9Km+R2uA4+duopC6oQkgKxVowVfX/5PHPkvBUlFscxRai0helLjQKQCQZwpHqtqhQrAUSONX2MN898jFs3VzRvioN4BbZXXeDpoohAHyulEoBUCjWgJ6avTx5/DOk3MqjqlhdNE3SFB6mP9KA5ehcHmrnYPPaFIEpFLcrEsEbO97CDw58AEfTV7y/MlZvEU2ThDyJcouhUGxJ8lX/e/nasU8pQ1WxZtQExqnyT5DOuWkoeFkVCsXq4AiNU20P8ezBD2Lrrps6hjJWFQrFhmSm6v+zqphKsab43Wke3vUKElT7QYViFZkO/R/+KPImPKpTKGNVoVBsSHpq9ihDVbFuaJoyUhWK1UQCJ3Y8yrMHPnBLhiooY1WhUGwwphv+H/20Cv0rFArFJmQ80MCzBz5AZ/1BrJsM/c9GGasKhWLDIIG+6dC/MlQVCoViM5Fv+N+Qn0wVaGS1qs6VsapQKDYMM6F/ZagqFArFZmMi0MCX71neCNWVoIxVhUJRdqar/o+qqn+FQqHYjIxPeVRX2VAFZawqFIoyM9PwX/VRVSgUis3GvND/GqCMVYVCUVbyof+fV1X/CoVCsQlZq9D/bJSxqlAoyoIEumv28tSxT62JoeqNT676MRUKhUIxQ8r08cQ9v8B4aO0MVQA1BFmhUKw7Uw3/v3bsMyQ8Fat+/GBkjB//iz9c9eMqFAqFIo9EcKnlOOOBhjU/l/KsKhSKdWctQ//BiVHe8YU/oXawd9WPrVAoFIq8w+GNHW/h2YMfvOWG/8tBGasKhWLdmK76X4PQv27lqBwZ5NEn/pK6gZ5VPbZCoVAo8jhC41Tbw/zgwAewV6Hh/3JQxqpCoVgXpqr+v3rs0yQ94VU9tnBsjj3zDY7+4OlVPa5CoVAoZnAQnG57iO8d/ijOOnhUp1DGqkKhWBd6q3fzlXt+YdU9qsJxuPe7X+XOH36H1ZmVolAoFIq5SODkjrfwzMEPrauhCspYVSgU60B3zV6+euzTaxL6P/rs09z5w++gO86qHluhUCgUeRwEp9of4dkDH8DWzXU/vzJWFQrFmrGWoX+Au5/7Fsee/YbyqCoUCsUakdNNzm27n+8d/gkcrTxmozJWFQrFmrFWof8pmjuvKENVoVAo1ojxQANfOf5ZJgINZTNUQRmrCoVijeiq2cvX1iD0r1AoFIq1Z3xqMtUaN/xfDrf1UADHEUhZbikUiq1FfjLVHr62RqH/2ViGifoJKxQKxeoyHmjgy/f+0oYwVOE2N1a7x5s4P7CTzrEmHLn1DVcpi/8pFKvNVI7qk8d/fs0NVYAXH3v3mp9DoVAobiemParBxnKLMs1tnQZgGjmu9O7HcQRXh9sIuBPsabhBhXcSsYUS4RwpiCSDxDN+rgy1AXDvjhP43enyCqbYcvSsUdX/QtjG+lelKhQKxVZlPFDPExsk9D+b29pYbQoPc7DpEmf69hJNhYimQgxE62ipHORg82W8ZqbcIq4KOdvgB1fuwXam+qJJOse2caDpSlnlUmwd8pOp9vC1Y59aF4+qQjEb29GwHR1Ds9C0rRk2cqTAsg2GY9Uksx5213eWWyTFFiMf+v9FxoMby1CF29xYFQI6arvRhORkzz4kAkdqTKaCiC2bCZd/X5pQPSkVq0M+9L+LJ4//vCqmUpSFiWSYV24cpiE8yvaqPqr8kS0VHQMYi1fyw2t34UiNgDtJc8UQfneq3GIptgjjgfp86D+wcUL/s7mtjVXIG6xtNT3UBCaIZXzkLJP68AgeM1tu0VYNTUiq/RPYjoah2xxoukzIEy+3WIotQj70/xllqCrKRrV/gju3nee1rkP0ReqpC4yxq76TSl90yxitUoLtGICk0hfFZWyde5SivEgEF5uPb7jQ/2xue2MVQBMQ8sYJebemAWfqFg/ueq3cYii2GBLordnD145+iqQnVG5xFLcxQkBjxQhHxRle7zrIcLyakDdOpS9abtFWjZA3zrG2U0A+hc3Q7TJLpNgKOELj9PaHeGnPO8styqIoY3WTsFD1/lbxGig2FxLoq97FV45/lpS7fIZq2utjpHEbdQM9ZZNBsXFoCI3wowefBfKpTltJP3rMLK1VA+UWQ7GFkMCptof53uGP4mj6ktuXE2WslpGsZeBIbcmUA9vRGI1Xcn5gFzlr5ivze5Lct+ONLaWQFZuDnpq9fPX4Z8pqqAKkAiH62nYpY1UB5BfvusrHVyiWRCI4seMtPHvgAxveUIXbyFjNWCaO1BhPhOkZn0kg9rtS7Gu6iqGtvYKzHI2cbdIz3sh4IkzWciGE5J72U7iM3IL7SSm4PrqN8URF0fNCbNUiMMVGZbrq/+inSJbZUFUoNhvRVIALAx3Tj3XN4c5t51VIX7GuOELjdNtDPHPwg9i6q9ziLIstb6wOx6qYSIS5MdZCKuvNN8QvmoUgyVgu7mw9h76GLU+khO6xJk717seRAqYnmkteun4H9+w4iXsBg9XQbYKexJrJplAsh6nQ/5NlDv0rFOWmVFrWciJcp3r2MRKvYkr/G5rFkZYLqyucQrEIU6H/7x7+KHITeFSn2PLGatgbI51zk7VcOLLUwC5B13gzPneK/Y3X1kwOy9G5NLSjhAyCkXgVr9w4wrG20wumBATcCeqDo0wkQ2Rtk5rAOPvWUF6FYi49NXt5cgOE/hUKgGTWw2TaD+RNv2p/ZF08lNFkgFTOw8XBDtKWCwHsa7xKXXBsyZQuyWxHBQQ8CTQVIVOsExI4seNRnj3wgU1lqMJtYKy6jRytVQMIJGf69gDgSI2M5Z7extBsGkIjaypH51gLqaxngVcFw7EaXu08zPH2UyU9rG3V/bRV9zMWryBjmdSHxtDXIXVBociH/vfytWOfUoaqoqxYts6Z/t2ksh4SGR+T6al2aZIdNT3sbbiGx8ysWR6/7QjODexiIFpf9PyrnUeoD41wvO0ULsNacP8DTZdJ5zyc799Je00PTRWqql+xPjhC41Tbwzx78INYmyT0P5stb6xO0VI5SHPlEADpnJsboy3TrxmaTYU3tqbnn1KgC1X1AwzHqrky1MaBpisLKtvqQGRN5FMoSjHT8F95VBXlJ5bx0x+pJ52bu/DP5/U7UnBX67k1O/9EsoKBaF3J14Yma3j5xh3c035yQYO1JhBBSmiqGEIgVXGsYs1xhMaJ9rcw6avm9Y7HNp1HdYrbxlgVgumpVD5XmgNNV9f1/PXBUTThLJCKMIXg+mgrO2p68LnT6yabQrEQPTV7VI6qYsNQ4Z3k3vaTXBzcAUDWNokkw9QGxxBItlf3ra0BKGF2GL8YwXCsmlO9+zjWdmbBQ8y+FykUa4mlmTx78IOcaH/zpjVSp7htjNVyI4TEZeSwssv4yNVqW1FmMoaX7x/6MNfrDytDVbFhECIfXbp/5xsAZC2TiWSIuuDYBvFSCoYma5hIhKj0T5ZbGMVtTE4zee7A+3ljx6NboiH7Ym4+xSpiaDb3tp/AY2QW3a69pgevqbyqivKRMTx87dinOLP9QRLeinKLszhSIhbLrVFsaVxGjvrQOhqqQsISXtGM5SJjbb6cQMXWwREazx78IK93/MiWMFRBGavrhhBQ4ZukfolCLpXHpCgnKZefp45+kuv1hzeFkguPj7D/jRfKLYbiNqHSF2VvwzUWM1jrgmPUBsfXTyiFYhaWZvC9Qz/ByfY3bwodvlyUsbqOCAFHWi6yrbKfUsrOpWdprepff8EUCiBtenn6zo9zrfHOTaPkNMfBzC4erVAoVgtdk+ys6yLkiSNKTsqSeF1p1alFURZymskPDnyAEzs2f47qXJSxus6YhsVd289yuPkiXjOFJmw0YRP0xNnfdEU1/1eUhYzh4amjn+Jq453lFkWh2NC49ByP7fshu+tuoAmHGceDRNds9jWsb/GuQgH50P8PpkP/W8+0UwVWZcDQHHbWddFa3Y+UeQ+WJpx57U6iqQCTqQA1wQm8pvIeKdaGlOnnG3f/7KYJ/SsU5WTqJ7Kv8Srbq/u4MLATicDUc+wr9HlVKNabM9sf5MQWC/3PRhmrZUIIFhyvCpC1DM727WYoVkNtYJwHdr62Va9BRRlJmz6evuvjXGu8o9yiKBSbCl2TBD1JjrefXnS7RMaDoduL6nuF4lYYDzTwWsePbLnQ/2y2nq94i2DqFvd1vMHO2i4qfKoFimL1yYf+P6lC/wrFGjIUq+G1zkNY9tY1JBTlQZI3VL987y8yHmwstzhrivKsblCmvKgHmy4XPVYoVoOU6efrKvSvUKw57dW9NFcMoWtqrKpidZkINPDle36R8WBTuUVZc5SxusHRNNVDUrG6pAqh/+sNR5ShqlCsMUulfCkUN8P4lKEa2vqGKihjVaG4rcgYHr5+9ye53qA8qgqFQrEZmQ79B7Z26H82ylhVKG4T0qaPp+7+OWWoKhQKxSZlPNDAE7dJ6H82ylhVKG4DUqZfhf4VCoVik5LTXQyFW/nmnY/fNqH/2ShjVaHYwjgI0i4/T9/1CdWeSqFQKDYhttB5bv/7eb3jsdvW2aCMVYViiyKBs9sf4PuHPkLW8JRbHIVCoVCsAEl+MtX3D32Ekzu2bsP/5aCMVYViCyKB09sf4vuHP0JOGaoKhUKx6eiq3c8zhz7EaLAZuQVHqK4EZawqFFsMB8G51vv43pGPYumucoujUCgUihUgge7afTx19FMkPaFyi7MhUMaqQrGFkMC57ffzrTt+GkdTP2+FQqHYTEigp2YvTx7/LGlXoNzibBgW9Svv4f0EuP2qzhSKzYgETrc9xHcPf1QZqgqFQrEJ6ao7oAzVEixqrDbzJu7g01SzDx0VTlwOUkLGMrk2sg3bKV+OSTrn4rWug0SSwbLKoVgf8qH/+/neoZ9QOaoKhUKxyZBAV+0+nrr750i5g+UWZ8OxpPvFhZ9DPE6UG/TxEsOcXAexNi/DsWpeuXGEnG0wnqjgrtZz6Jqz7nJcGNhJ11gzPeNNtFb1cee282p06xZFAuda7+Nbd/6M8qgqFsRDBT5qSTJSblE2BXKWuixXEXYy66F3ooFKX5SawMTtXAy+pVGh/6VZlstNQ6eSnezjQ2zjIUD9Ykph2TrXR7eRtV1INKKpIFKW57PyuVIIwJEanWMtnOzdj2XrZZFFsXZMVf1/98jHlKGqWBQvNRzicXzUlluUDU/O1nm9+yDfOv8AA9G6ssggJVwa3MGZvr28dP1OhiZryiKHYu3pqt2vDNUlWFF8WMdFB+/gID9NgCY0VZ9VRDLroT9SD4DAYVddJ4Zul0WWXXWd7KzrROAAghujLZzp26NSArYQDoKzrffz/cMq9K9YHn7qOcTHaedtmKgb40JMJMJ0jTUTz/jJWmZZZBAC9jdeoSE0QtY2ea3rEEOT1UUeX8XmRgKdtft56ugnVeh/CVZsuWgY1HKQo/wyu3g3YuWHuA2QhLxxWqv6yyaBpkkONV9iV30n+Z8EXB/dxsmefThl8vYqVo/Zof+c4S63OOVD3blXjJ862niUe/g1KugotzgbknMDuwBB2BujPjRaNjncZo5jbaeoC46RsVy8fOMII7EqddlvATKGl5d3v4OvHvsMSU+43OJseG7KNSoQCAyauJdKdnOZLzPOpdWWbdMRcCd52/7nANDKkKc6l/zK/CrbKgc4P7ALx9GwHCNv6Sh7ddMS9dVwtfEOntv/vts+9H/P958qtwibEoGGiwAH+Wmu8ATjXCZHotxibRgqfZOYmk1DeBivK1NWWVyGxT3tJxlLVHJteDudYy2EfTHcRq6scilujb6qDp7f/77bvtn/crmlO51Aw0cN+/kIY1zkBt8iTRQov6FWDjRNEvAkyy1GEbrmUOGLcV/HG+UWRbEKRHw1PHHvLzISbi23KBsCbzKu1l23gAs/B/gYUbro52UGeJWpSMztzB3bLpRbhCJchkVjeITGsCqO2+xMVf1/4+6fVYbqClgVt4yLIA0cpZ47ucJX6OMllMJTKFYPSd6j+sS9v8RIqKXc4ii2GGG2E6QFP3X08SIpxsotkkKx5chX/e/hq8c+Q1rlqK6IVYshTqUG7ORdNHEPN/gWGSaJ0QuAixBBmgHIECVO+fI5FYrNRtRXyxP3/AIj4W3lFkWxRdHQaeURqtjDNb7OOJeRlKdAVKHYinTV7i8Yqqq4caWsesKbjosgLRzmE2SIcZEv4qOOBu4uMlZj9COxuMxXyBBZbTEUii3DTOhfGaqKtSdAI4f5OBNc4wpPkmCg3CIpFJuafOg/X/WvDNWbY02rM9wEOcwnmPK7zjwfxk0YicRDFWf4PGkiqNQBhWIGFfpXlAuBRhW72M4j9PESk3TP87IKivs2SxyUDlcoipkK/X/t2KfXrj2VlBhILET5JlisMWteSrxYayuBIEgzR/lHXOErDHFircVRKDYNUV8NT9yjPKqK8tHA3VSzH5sMnXybfl7GTQW1HKSVR4q2jXCdS/w9NuWtnlcoNhJdtfv46rHPro1HVUoeSE3SYGX5p2M9fKR5Hzdc3tU/zwZgQ/S9cRGgjcfwUsMAr6q0AMVtT2TKUK1Y26r/oG2RERpZTVWlKkpj4sXEy07eTR1HcBEiQMO87eq5E5Bc4h+Uwaq47VnL0H9zLsNHo8McTce4OxUjIB0kYGzhBrwbwliF/GSVdt5KE/dylj8nRm8hrKRQ3F5E1jL0LyUuKam3szweGWJ/JsHv1rRyxqPyqBSLY+Cmit0Lvi4Q1HMX41xmiBNKfytuW/Kh/71rEvq/KxXjc/2XqLNzW65tn7AXLujcUO4UgcBDmDv4JAf4GDpqhKTi9iLiq50J/a9y7lHQtvhgbJTnuk7yza4z/MJEP48ko1tO4SnKh0Cwm/ewn59Q07EUty3dtfv4yj0/v+qG6v5Ugg9GR6hfwFA9ktncgz3u+85XFnxtQxmrUxh4qeUwe3k/XmrLLY5CsS7kPaq/sCah/6Bt8Z+Gr/MHg1fZnstQ5Virfg6FAvL6u547OcTj1HMXJsprr7g9kEBn7X6+dvRTpF2rf93/VHSIn4oOFZ1vSDeB/FDKn4gOr/o51xNXOrXgaxvSWIX8Cr2OOzjOP6aOOxAbJ2NBoVh1Ir4avnzvLzESWv1iKkNK/u1gJz8yOTFdrN1lunm1EPp/V2xzNoCvGeghPLa5lfNWxsTLfn6CI3wCF6Fyi6NQrCmzQ/9JT3jVj9+Yy3BvehJjjkv1v1S3TJ//q8HqVT/vRmHDGquQN1h1XOzjw9zFZ/FQWW6RFIpVJ+Kv5Yl7f5HRUMuatB05ko7zjuQ43lk5hP+kvoOLbh8AXrk5cwsrxoYJTkbKLYZiEfIdX7ZxiJ+hlkPlFkehWHUkcK3+EKfbHl6T0P8Ub01MsDc73/N4Vzo+/fcPvVt3Ubgp3JU6JmG2c5Cf4hJ/T5xBNVlFsemxNJMX9r6LS83HiATq1+QcLsfh8cggYWkzO8kpOWsm9d+GVKqNYu0QCMJs5wAfo5PvMMgbpBkvt1gKxS3jIDjd9jDPHPoQOWNta2w+NDkyL0/1qUAVx1OTAHwlUE2P6V5TGcrJhvasziXINo7yK2znLWi4yi2OQnFLvLj3nby8+8fWzFAFaM2leX9stOi51zwBbCE4norxiidIn7F1FZxi46Bh0M7buJPPTE8zVCg2Kw6CpCfEswc/uOaGKkC2RNRtQjfICA0J9Jpu0po+f8ctwqYyVkXhvzYe4x7+CUHUVB/F5sMRGudb7uFS87E1nzYyqRtcmtMk+qornxCwO5vistvLmGGuqQwKxRQCgZcqDvE4jRxDQ117is3JWKiZP3v0d8iug6EK8E/rdnDVnDlXBsGeTIpd2RQTmsEfVjWtixzlYlOkAcxFQ8dLNYf5OGNc4gpPYpMut1iKdcTvD7CtdTvb22fa45x4/RWGhwbLKNXycITO9w7/BCn32ucXDRsuHm/ay+f6L9GeS3PW7ed/Vzbxq2O9JIXGn1Y0rrkMCsVcPFSylw9RwQ66eZYEG/93q1hdPB4P9Q1N7N1/EIDJaITXXn2JXDZbZsmWhyM0MqZ33cabXnX7eLxpD78/dJ0Rw+QbgSp+bawHHZAC0mJT+R5XzIY0VoVmIx0NlugA6SZMI8dwE6KflxnhzPoIqCgrfn+Atzz2doKhEGKWonjgwTfT2XmNE6+/itzCkzxWSpfLwyea9rA/k+DrgSoeSE1yfypKUtPpM1Q6jaI8CAQNHKWWg5zni4xzCYdcucVSrAO6bvCm+x+msal5WofX1NTi9fm4fPECvT1dZZZwY3LV7ePHtx0A4L8OXaM9l58U95VANbktbqxumHcnhEPVtj6qt/fSfvQ0gZoJpvvsLLYfgmr2sp+foJVHcLP6LSMUGw+JLDJUAbw+H23tOxFb/Ed7M3S6PHw9WI2J5PHIIDW2xX+raia+hXOcFBsfgcDAy0E+xh18UrW4uk2wbYuhwf55zzc2NlNdXVMGiVaOp/bA+p5QSpCSXdkUPxUdZmehM4AEXvcGsdfJw1suNoxnVUqBy5eicc8NAPyVUWJjlQxdaScVDbKUl1XHxU7eSRP3MsCrdPN9Ne5vi5JIxOm6cZ2Dh+9A2yQz7XVfLYa3msD2h8lKG921Nu1NFmN3Jkm1nWN3NkVSaPSZ7nULYSkUi6FhUsEODvKTnOX/kSVWbpEUa8y1a1doaGqmsXGm2M62bZLJjTuFqeaeX8FdmU890wP1YMeX2GN1qLZy3JeK8svjfVTZFs3WTKrEObeP7/q3flvPDWOsCs0hUBWZfmy4c1Q2DROuHyXSX8fglXayCR9SLm6c+KhhB28jQCPdfJ8YfWssuaIcnDt7CrfHQ1v7jqLnr1+9jNxgfUM1d4j6B/4lnpq9AGSlhPQwrMNiKmBb/Fh8nPtSk7wlEaHWzodZT7v9PH0bKDhFuZA07ruK6c4QH60iMliHYy19u6lgB4f5OIO8ziAnsMkiUdPWtiKZdJoXnnuWxuZZxqpl0d3VWT6hlsDwVuOq7EAIgebk1txYbcxl+BdjPbRn0xxPz1/ASWBEN4noG8aUu2mOff8pmjuvLPj6hnqHjjPfENV0h8qWQSqahhntbKHv3G6W8rIKNOq5gzDbOc3niDM/3LDRmUq5HEntJ+Tqxa3ne6kpR1gex3F4/dWXOPHGq8XP2/aGy1d1MjHSI2dxV++Zl7qwJkjJ0XScI+k4H4sOsyubwpyVUiOBFzZ782gpl5MlpCgjFQ3DeIJJqloGqY11M3J9G+M9UxXLC/8OQrQSoJkO3sEI5xjgFSa4uj5CrwFT6kjp7vmk0yluXNs83+3oq/+D8N73ARB3+aF+/5p+sZWjST4Um99fFfLq74LLxz+r31Hi1c1H2+WzVC4ykXDDGKvS0YkO1hGunz/6UQgQukNtew8AY91NpGNLh1E9VHKEn2OMi1zhK9hkVl3utSLn+Dk//j5SVhUuPYEu0uwIf5eQa6Dcom0YpJTY1mbwukiiF5/ADG1DM33kEOCvhDVKYWiysnyu/yK19vzP5obp5qlANf+5em2mZa0XmmNz9PlvllsMxQIEasYx3PlQpdAkvnCM1iMXqOvoZuBiB/GxSuzcwm2rNHRAp4G7qGYvF/hbRjm7TtKvLhk7xHDqABWubnzmCIa2OardFfOxEsOMvf5HAETCrVD/W2t6Pm2ycK0UVLUFnCj0yf67YC3fCVQydJsUyW4YY3U5CE1S19FNZfMgkYE6+i/sWjK05CZEE8fxUEEvL2wahScRZOwQEp2MHQJCXJ54J9Xey7QFn93MdsZtiZ0aY+jZ3wbyk6vst/8nWKPWVToSB8GIbhBwHCK6we9XtZDQdE55/Fyf03d1MyKkxBebLLcYigWIj1ZhZVwYrpkFk9Ak3lCcHcdPEemvo+vEARx76VuQiY99fIgR9nONp8ixcXMa55LI1dATfxPj6Z308iZqPBdoDz2DoaWUDlcsSffOan4lLvjd4RtEdYP/XtXMX4frtmTlf8br59Q9Dy/4+qYyVqcwPVlq2npx+VKMdbUQHZwaF7nwr7+K3YTZThffp5+XN3wCv0uLs7viKYaShxjP7AQg6wSZSLfTFny2zNIpNjK9hpvj7XfRkUvxr0a6+bmm3aSEtqk9qXORwERNPY6mE5ycKLc4ihUSbhymTXMY625elv428dHIMXzU0MeLDHFifQS9RXzGGBWuLrJ2kHiuntH0XiKZNu6s+xymUL3BFYszqRt8NVjNb4900WBl+bWxXv4+WENO33rG6tc++hnkItHGDWusSuAaQXYuYFQKAeH6MQLVEVKTAbreOEg26Vv0mDpudvB2qtjNWf6SLBvXMyMEVHo6Cbn6yDoBxtMdRDJtuPSNbWQryo8UgowQdGRTPJiM8lT3Wd63bT8RfetMC3J0g6c/9HO8/e/+rzJWNyFCQLhhlEDNBLm0m+hAHeO9jaRjgYX3QVDBDoJsw0MVw5wmxcg6Sr1yhJA0+E9T7bmCJT30J+4iYwcRqlONYpm0ZdMY0kED3NJZomJn8+IYi5ujG8hYlehGcY7dP9Pu5jPOZd7EMMEFKkJ1wyZQFWXH8ZNM9DcwfLWtMFBgYfIVp58gVvscsbrnGb629Gx0OyuQzvpfJrqWw6tN0Bx4jebAa+t+fsUmRUqCjo0LyY5cCn2rFSMJQSqw/u2/FKuLbtjogSSeXZ1UtgzQ+dphEhNhFvOy6ph08KM0cowzfH5TTL8y9RQmKTrC3y23KIpNxscmhwkWOtxoUhJwbGILVP+b0qGqUKuwM5vivZOj/Nva7UxugW4BG+YdaIZN/a4bRc+N4+bj2v0cZ5SflNd4n+xeUIV5Qwk8wWu4vGnGuptILqHwQrTg8jfh2ZmlpmPphPdIr0k6trTrXUrB2A0Xjr3kpgW26jpJUU5MJL821jv9WCxROi+knL4S709GeckX2pJ5UYry0IWfr4hWBJKfktcI58sMi3B5M7QfO83wtVZGO7fh2IsPrPBSzSEep19/jnT7M4x169jZ5ehTpXMVmwQpEbO62/ilw58MXObjTXsYmVtYJfM6/7Pj+e5HAjCQDJgufr962zoKfQss0slnwxirIBFivqC20HiROk5QRS9+3il76KB0bzMhoGZ7H+H6EXrP7iE2Ur1oxenUPstJ5atqXd4YQCmhpj3DchRiJq4xcm3pSj7HFiTG9GUdU6GA/JWiF374Lin598M3+LX6DqIlVthB2+LfD9/gaKGP37O+CoKOzdeD1espsmIL4fKl0YyZFft1gvyudhik5PNiJ78kL/Az8to8jWZ6MjTtv4KvYpKR662LelkFIt9XW3+UyL5vU7MjhZQL60jpwOBFN3ZuaT1q5wTJiQ10e1TclnTk0nwgNjr9WAB3p+M0Wtl5xuo2K8P7J0dwzXJMRDSdZ30V6yTtrXPvd78Kb7mz5Gub5teYFgb/Xhzmi7KdzznPs2eRfFPTk6X96BniY2FGu1qY6G1kvQw9IcDtlyynCaTb7xCqX7r1kmNBbGTpr8pxBIMX3Dj20u81m3EjHDWHe6vy3slRKpz8taUBjyYitOfSnNTn5wQeTceKFGI4NsbvV7esl6g3jZHNolvqGt6IhBuGcXlLtAoUgj78/Bvu4FnRwG86p2if43wQAiqbhwjVjdJzeh+TwzVLOh0AXL6l9W7bsdSy5LdzEB9dWufaOcHgRQ9SQnVbFm+odEgtbyh7sK2ldbOVFosa3YrbB7OQzjWbZ3xhOk1P0XOalHw4OkKLVRwlrnBs/uvgVd677QCjm6DFlTexcE3OhjFWpaMRG6mmomnhprAA1wnwce1+HpfXeFxewUQuaIYGqqP4KmKAYKK3gc3qmdQMCDcubdRKCRWNS9+8JXDy1WM4Q5fQnfUZF6dYX3ZmU7gLnlUJfCNQxUm3f952Qkr++WhP0XMVjsX/GbjMJ5r2ML6Bi7LaLp+loefG0hsqyoKUC0etUsLgG7KZ61qQzznP00acuUknummz/a6zJCMhxrqbGetqZr10uG4uX+dWthR07iJROikh3Lg8XTvW6SKXWfp9RvpMMnGNzXpfUywPycw3nBGCvw7Xz8tBrbItPjtRevjRqOHaEildG8hY1ZlchrGKEFwnxL/hCH8idvEfnNd5yyIJ9prusO3wBdIxP6noJp/aswRCsDy9JaGqfoyR0aAyVrco11xeMkLglpKsEPyXBYYAvCc2xv5Msug5AVw3vUxqi+cMlp+FF6qK8jLW3URtew9u/yKeTCG4RJh3a4/yHtnNh2Qnh5mYuwn+ykm84RguT5qByztgiZHb68lyde6ydTNQs2N5QwPCjTkuPxtQk9y2MFddHv4uVMuHJ/NdL864/XzHXzFvu18Z78W7wJjxl7zBkulfm41F38GLgTM3ddD2TBNBe/E2UrPRpIZXLl2RPxtbaPQQ4Je1e3hEDvJr8iwtJDFK/HJ1w0bTVKuQ2YyObCfnyWLkBpcsvlEU4xU2LlF8PcUcg43UVOQfQjX8+mg39XaOL4Zq6Tbn/768js0nIwNFOU4ANtBrurC2wGpcUR4cy1h295RR4eFPxW6elNv4A+dl7mKM0JzuL5omqd/ViZUzGbm+fS1E3nQMjx8kZ1qY2b5yi7IJkQQ0G72g+3JSkJTLN+hcnmpc7sq1Eg4An2NzMJPgvmQ+5TGL4E8rGkmVcCJU2Na8yATAmG7wD8GaNZVzvVj02xl23Vz/wmFzZft5pIvWTD3eTIwrnTNfRLt2gyDzb7KTHj9X6vPVbWPCxZfEdp4QrfyufIOfltfmbZ+MBsimPPOev52RCCwjRH65r4zV5RLUcrw3MEi1nvd+SKDX8vK1eD1puZQnUmC6wjS0vg1dX9nibEVIycOJCAHHZkg3+UKo9MQTl5Tsys73fEV0gz+qbJr3vGJzk9TSXPCWDhUuRl2uikor3ybMQXLN04sjFl7861KnI9OMLcEubLYcu3VYePkJ7WEeZYD/7bw4v12hkLj9ydI734bEUtXYeoKNm6izcWky0rwrMIRHOPRaHs5kQlzOLtzjdwrTVUlj69toaH6MLpdJfmm/+hjS4T8OXee9sVE0wAH+e3UzX1lh0WtGaNxwbQ3bZ218wyt0MKVFlsveHsgCvTMibaeLUmtoS2gc67wAwIQ/xOmWDnor6xim9JeSngyQS2+sL0xKiPf5sLN5A8fwWgQaS4fM7Jwg1hvA9OXw16/O1JPBcBXfPPAg9142cGUHCkJB+/BZTFvNrl4IA8mEYzLh5G8R5zJBei0v2SVDk4LmtnfRsO1t4AqhaWtXGPT2xAT/Y/AqUd3gM427eMNTWgm/NTGB2yltdKg4xNYjqae57OpZesM5XHf3Y5DXUxLIiOziOl7CDU8/z1ywESJf1DHks2lvmm8oJ9wehkNVM7sKwXdkI78rDvPv5RtF2zqWztCV9hXLv1V5ds+dxAPw6OkbSmevkBHLzV9F80WkWamRLemXLMblrmL3oV8iENqJEIK11JK6hEeSEabcH08GqvmDqmbkFppCuFKWbawajo5bupBIklq6rDndhnQIZPNGWyCbJpyK83fHH+Wj8nr5hFohdlaj9/lGMtG8MtfdNt6a0oaotASJIS+Gx8ZTXaLCdgmqdkfw1c0cO97np+bcBR67PDX9xc+p/ccYra7nWu3dGHbekKqLdnOk61nQ7JnvWwJz+h++bj7IpKgkauY9tXutE9Q7vYRkBH2NVp7lYsJx8dV4w4r2cbkrqWm4n5b296JpJtk19mS/NT5ODsHT/kpe8S6cp/31QBW/avbQnlv5NaW4fbA0G2slv2ORd0CQKzwAfNlJ3hZ5Zd6mKdPFmD8MwEiwgte278XRNFwlDQGBbW2s3DsrrdP1vSakIzDcNg1HRxa8N6ZGPEz2BKi/a7T0BotguG0Mb/F3cPTEcwwN1SHGq8DJcXX7XhIhN0c6Z43j1u3l3attDSkFMSOIFIKQnNhASU2rTw6N3DJzn4XQaWx9B7UN9+ELrE+/0pwQ/FzjHrbl0nx2YoD/XdVETmjUWFlChe4AH5gcISc0vhiq5c8qGrg/NUmjtXUXLYv+8vcnZ1axYStArVVBVuT4TsWrtKUaccmZAESfa5iYnsRBFv04GrJVDJsRHJzSPxoJGgJNahzxBqlqHOXCmMZAXGBL2KqVjhNXwmSiM5+fndGJ982v1p6NlTaI961cWcf75ucPe4nSNhGdfry9b376BACiFrxzQm9JH7O/l7u4TEZz8xctHyWje+jRdgDwpty3OWo9t2J5twxCw+ffxp7D/wi3p7awGl97frW+gy+EY5ybqv6XEleh6b8pHR5MTfIdfwUJofFzjXv4s4FLtOQybPRyKsXWw5vL0hLJL5qbIyP0VtYyXlHFL8kLZZZseUSuBYn1+kHm06ki15eeqjZxZeWFvr7aNP7GYj0c6hzHMxkn35zOTceVqc4YdTMbudPgS4A5x4hJ+sGZ9YvPuME2earpA0RdIQ5Yr1PpjHDQvr2nJvqDbTS0PEZt48Prpr8BHCF4yRfiJRnkS6FaBPBzEwN8ZHJ4uiB2Spqfig7xs427ebxpDx+JDvPT0aFpXW5tIftpUctnV7r0KqI108C+VDvarA+iLdOIjc0lbzcDrjEyWv7HkdQyPBY9xiVPFwOuMbJzwp/N2VoOJjsQQFN4iNaWIe5usLEc+Ld9LfRnXVSk4tTEo2wp1tUQX/o8C24hNUgunssjALeT4dGJ73ClonX6+R32xeWLuMXQNBftex6nqvZuDHPxRciqI8S0RzVgW7w9McGvjfXgdxwEEp/jcMXl5dONuznn8fO21kN8LDrMr492Y5CvOLVv43DT7UJVLoTHcTPkGsOelYNqSB2P4yKuL68naSkCtpdt1Wn6kg6Ty5oqldcjx29c4Ok77980RZ+xvilDFdZSnydHvCRHvItuI0r8RcYLWTfMHbjjlG559ebYtzhZcYiECOARiVsRedPjD7ax5/Cv4PaUsUBJ5H8J754c5bdGujBL/C6arCx/NHCFh9ru4A+qmjmajnEok2RYN/nHDR1bxmBdsZvOlAY70k1FhurU8yYGR5K7aM800e0a5LqnH1s4eBwXdyR3U58b5ZXA+aLfiI6GR041q82/4DHyttwrHQe4KCrwp5O85+RzBDOllafmOHhzGVbiGpI4SPfCgwVWE4GOwMBhiXCrkLjD+XywqZDSXJth5Gwl6Ql3Pn1gAzWOFkBHopMO12tgbK3Q/0rxeOtp2v5OahsfXNfVeCl+a7SLn4wOz1NXRzIJ/mTgEu/edpCIbvJNfyX/ZKyXK6aHX2zYuSX68imKCVsB7k8fnn4ctP2Y0uA7xiu4pMGBgtNAlxouaZLSMlzx9OQLZgsXkCY1OtLN9LlGSOrz05ZClp9DyQ68jpujd73BpJ4hkYW/Gqvl7+sOIaTkvmtnqUmUdj6Y9tK9TTc2Elcoh9DzExkbj42gu4pTGhxHMPhKLVZaJxszWXOnhdSWVUMrkDTo13l79vZ1MgBouoftOz9CZc0d5TVUZ5HRNCwhMBcYRxp2LPZkk/yL0R4OZZJI4Bl/BT/0hddX0FloOFSZScZzPpxl5AQvxYqNVQ0Nv1N6hSeRODj4bQ8HUjsI2j4GXGPTrwfs4v00KWjILl3dlnB7udTQyl1dl9FK/Or82TT7BrpgBUN3NCNHc8cgwrmj5Os94jJV1OOXYVIiTj/zm4/LgixiAWUjcZAC6tz34dHryNgzn0XGTNJH8bQG02uz7wM9oOWm3+VcW8ffmETaggtf6EA6gvo7Rot0XWLIS+Ta4heoBKxgJWZspmvD6b13M1JVX3L7nQMn2D5SUGBZD2SnFOwc4RwN0j4ILDyFYqtTUX0Huw7+PLruLbuhCnkvqYUouSJvy2XwSoeGbJb/O3AZl3T4y3Bd2SadTHnTVPfUtcGUBjVWsZdfItmT2k6NVYHPcRfpMr/jJZTw0+0e5LKnh5yW99HsTLewI93MK4FzTJjFv3VD6tRYFUxZR3U+ifTC/RUaf6jXgJS80r6Pt599aRVuX3myTSdArMcCWSDmeETE3HchoOOd3bgCMxHEuWpASgi+N0F63M2VJ9qov2sEzSg2aMevhEkt4Umdi61pOCV7I0sMz3jh9yUgEZgV2ZstnIBEEFxjWzX7bkk03c2OPY9T03D/htDfUzztr+T3arbxr0e6ShptYcfmm90zrUaf84X5jdq2dZNPw0EXksOBAWrNvEfeo1kcCgzw33seYNK+9QL3Vc9Wfy50Eks47E5tQ0PDFg4xPUnILjE9B0G1tQzLXwjeaN1DdTxK+9j8AQA3c0kJNFpkR8kCIImkUbaho6Oh40iHdg7M2y5OBA0dH6XzlIbpJWV6CLjuRgiNgDHT22DU6ASK87IM4WNX4BOM2a9iyxRpe4SMU5yML/KuDxruHmHkTDU1hyaKlKFmOrOMVYmvLk1yuFjpeSoyxIN+mGWsXm3by7W2fSXfR1D0sj35ev6BNwkImKgCa65RI/IhJ24/Y9V0hamuO05rx4fQjZXdZNaSvwzX4yD4dyM38MxZlfsdm/8+eJVtuQx7sin+OlTH5ytWVjx2q/i0LLt8+Wu8ykgxkA1yMVm3xF6K1UIg2J5d+DuP6HE8jpu7EnvodA8wakaAfLvBkO0vNlYl0y2uis4hih/0VtZxsnU3d3ZfXhWbSNMt6mlFzLm+bSxG6MONl0rqiBEhIZZOJ/PKAGFmnCij5COEDZ6HCRl7irYdMc4SYbaOFoSMndhaN5YsHUaf+jw8lRmq9kao3j+B4S42VpMjnmlj1d+QxLEEqdEpvSIJt8VJjnjIJWbqHl6540FeP3TfvPMZdpafeeY38eYSeSPVmwAExEJ558Jsci7IeMCzOl1nNhNVtcfYsffjGGZgQxmqAIh8j1UbUTIdYK60p93+eVOu1oKAnqHDO0a7Z5w9vlFcmoUxK+XEXsXo76q+GwlkhUVKz3AicHn6+SFzvKSxauNw3d3P3vTSTZ4dTePktl20jg+hL+AKXy0EApMZQ0xDw1Wi32sVpT2RUzSzkzFXbenm6qXeghDompdG8xEAck6MnBMjk0lz+tQbSClxbIfoZAQ7ZiIdSTqqFV2p2eTMufxNCeqPDjH4Wi3J/iBTG4Za43SG6sjZJq39S4+rdLU8guh8DmklQCvM39ZtsGYPgrt9Mc0Quw78AuGq/eUWZR6OEPxVuA4Dyc9NDNCRS09/YxrwI4kIAH2GixsuzzrkqkqqjSQ+PcejlVfx6VnqXTM39b8dPrTG51eshMvebsaMKBV2AAe5pM6utZZulO5oGuea2tkz2IU/W5waFUon+DfDPyBUs/zWbr6eB9i/Nz+tsOg82MSYwMCFnxBpEqTl/FSyYdGDjU2jbAPAhQcf+Tx9iSROlKymkTP3whxdLsRcT6ugwfMwpi+JLTOknWHGs2cASTQSQc6ZMuTIxT3C3uo07W/txXEEV57cRm7SAwKa3jTEpVO7kOdn4hA5w0XKO/8+q9smcW9l3lgVFPJXCzqcuTr89tTnVXXH6dj7CQxz6V6r5cIWgs9VNPC6J8C/HO3mwVRxGqMErpke/qyigW8FqkofZBUwhc2jlVdpdkfxaBZ1rvXJbV5VY1WQz0FdyQ6pEnlPCzHp9WNrOvqmyWuSmHYOq1RYdRk6wdSCmFoQry556E35zgy5XJbOG/kWXVde7+fa8/mL0ratvCKcHn4gSSQzXH/ZAzKeTwSetYrOuj2c2n+cloFONCnZe+0s17fvQZYwrL8XqmSXruOf/bH7Y/kV+Jz3e7sNGNB1D7sP/TLBij1Lb1wmpBB8PlzPE8Fq/vfAFR5JRqdHQSSExp9WNvKlUC1XzbXrRVxlJHhTuBuAA/4hfIVCy43mwFCUQEDEmBnLvKDOFnDZ0019bukbZcLl4WLDdu7uvlz0vOE47M6Ml0xbWSkaOmFmcg49+PEw35gLy7wXtVQ6l0AQpIK08BBZgSHn1vPH9MpGKs0jSCm5MXgV27ZxHIdzZ05hWRZCk/SfdyPmFEAlJwxAktNSDFzKe08d/wQka8DO37ZfuvNh7rz8Q0wr/1vq6LrEyQPHybiLIzty1ObV9rfyjlN/ViykL57vCrCBah/Kg2D7zo9saEN1ClsITniDfLZxN380cJlj6RhuKRnXDH6/uoUvhWqJavqaKtZG1yT3hrrXXXevup94b7KN14LF4e2IHsdehX6bKdPN6ZYOjnZduuVjrQcC8GYTpE0P8hbmrM8OSbhcbnbvyYfr29t3IQuf65lTJ7h44dysnWShXYnIC2LmYM49pq9xe944lTbNA535ZKpbugAFjS27cXldxFJ9jCev3srBNgWa7iYQ7th4YaO5CEFEN/l0427++VgPPx4b5bzbzy827GRUN3HWWP5311yg3XtzE/EUWxAhGA1UkNN0TKe8BZkL1RzMxmVlMO0sOWNlk+em9IIQgo6duwGQUrKjYxcgsW2bs6dPYts2w8NDxCYLaQrxvNPAcnKMdU6dU4JuTRurMX+INw7eyz0n8+0BG0b6MK3cPGNVi2YLETHFVkEC3whUMakbvCM+ztOBKj5f0bBuXVzKcbtb1ZLffPr5/EMOukbJrUYCvBBYCxh9+wY68WY3XnNzl50lnIrkDcFVJpvKYZouXC53Qfktje62qdkfAcDWdOL+pfsCroTmyuPsqH6MPQ3vwWNUrOqxl4NwJKFJB81WyrkUQcfmb0O1jOomr3kC62KoQj50pNgaDJpjTOq3Hvrrqm4gY8wfFjqZhY3289WQVCTGViWqJ4TA5crrba/Xx7F77uPe+x7koYffgr6SPEMhsFY7L1E4bK95iDtaHsdtrLwf7KogJZ7UzU2HymHyD+6P83XXh0kxv7/4VqDayvGHg1f4nZFO3hEfB+BgJrHm6ZHlZmONA7kFfNk0utyYQyJvdlW+GKMDEU794DJv+dAxACx7ecaAEBLTn4MRSHn9nNp3jIde+fYqSSV5rfN/glm+NI2Wfps9V3K8cI+bpG+DezvXmfZsis/3X2J3NsWg4aLPdKMjcW7TPDXF0mzL1jFmRIvz4jVrVSJlC/HqgM79LTb+DTb0XpMO3myCuHf12gFZlo2uawghcHs8K/ZYXd++h7vOvoR3gbaOADigDy+zZ66Royv+LbriS2+6lngykvQK61QnRDWvmQ8zoLXiCIOUCFAhR7kz9wJ+OYmLzKbWdJqUVNs5/ufgVR5KFhcK/nFlI1ltfdoNOghsKdDn9u5dY8reTDGmJfOzppfJWCBMdh2q3FaTKSW3mt7VeCRJKjHjST51YpFJI1t7wVVEX6PO9x/0kPRuZrW0ykhJezbF5wqGqgDqrCwWYt36qXalK9ciuKBYY6pyK/euyS2qcAR5x8Nqcu6la+Qy+cX92dMnsayVLfSHahrJmstoNbeZ1KEQRCoWT5tzEPRrrdNVEhL4vuvdXNTvwBF5+6Bfb+O8fjdf9HyGv/T+I/q0ts15ZUoJUvJ4ZJAXb5zgwTmG6pBucn0N6w3m0pcJcyGxvI4tAkmrJ7Iq511XY9XneGnJFr/JCTNGUlt+kVVPZR0pc/keSikhmyp/KyFPNlU0lWX73iYCFasTpkinU2TSi3yGUuQT6eGmlJYQAtPXyoC2bfrfqNYwrx+mRBAVa1eFuBwcXWAbQlXuFPA4Nr852sXf9p5nb8FQBbju8vKtwNKV26vFmcTyWmJVGCluq9XVFiNqxPNDBJaBIwQnW5eXvrRR2X98B0K7eV3j2PloYC6XI5FYIrXCEYXJUyvDagtgt6zzFL01xkHnu673MCIaecN4gC94fp4hrWW+3hcCS7hIiiDfcH+Ep10fnr6HjYva8gi/QjzS4cu95/mN0W4Ccn4crNP0cMK7uul8iyER2Ms0JATQ7F6d6aPr6qLUyU9GWU+krTF8vXXpDdcYgcSTTZJy5ysO3V4T3VidtUJ/Xy+RyCI3CKmBXVipzrEDrm/fzdHTLyx6fE0YvPmOX6EzkiEn4X91RfEkR/gxvjhv2++73o3fGF+R/B6Z5GjuB/OFWyYCcJPaVM6DNUdK7ktN8qmJAd6WmJj32YzpBhPaxohQSAkpxwAEHs2e7lSg2Ng0Z2vpcQ/jzBrVaguHnFimd1AIEq7lOxIm+upx7PIGA3XHwrQy0yldvoBnVa7XyWiEvt7uxTfKmZCbPzo1t9QQD49OY9VuHj38SQBOTWb5xkgC3bY5wmtFvcYntBpiWgW1Tv+ih0wLH6+ZD08/brcv0mwv3QZxIQwsTJbfrkzD5t7c9wjISZqdG/hy+byFq/oBBvWF7veCa/p+rhoHAfDJGG/L/B0Nsu+m5V4P3hMb465UDPcCV5mB5GcnBjiSSXDF5eV/VDWvs4R5bCnIOAYS+EGknZRjIqXgwir1zV71u5XP8eC13aT0mXCJBMbMKM3ZzbGSWQsEYNo5bn7admmklIwMDy2+UWJWS46541urGri2fQ+tfdcWPUSzx+COBhMpJe+s8zE2Dl8poVtTwk/PrOEHy0JKzhrHVrbPLEyy3J17Du0m8+ia7G5q5MBNn38jYiLzDf+tmRSb2aruB74wLiQfjgwT1XWeDK7fWMGpdIChXIDOVCU5qfNctA1HalhSqAlWm4QKO4iGYL0qBZKRUH7hXUZ06aA79grMquUxNLSE/pHkDdW5TwuNHx57lHd/+wsL7iomMoT8textzkc3djZK3rVbks2m+du+k+SsGb2ZFAG+5n7nMr5VgYUx7cm8rB9Cu4UrodnpZLt9eekN53ClYHhWOqNsc66x2z6z4GhPieBvPZ9houBRTYogp4x7cexFUug2AIcyiXmG6rBu8s1AJR+JjnBHOs6RdBwDuG56+FqgihsrWATeDN3pSg76h9CQXE1VM5bzMW75eCOWN5RzUmO1c09W3VgN2X5Ctr/YWBWSfnNk1YzVqNdPOL0+jWg3Oo5t09PdufhGctZYvbmLMyG41HFwSWN1ZnOBVxe4byH0VeKgWKx8xGe1K8k2X74xcpw7S24jJVyI1ZB1Fr7UfTKGRyZXfP7juWeo0uSGNK4k0G+4p43VUd3geV+Y/1bVwt3pGL8+2s17YmN0ZFNcc3l50RtiZA3HrI7k/DwXbaPVE+H5SDtRy0PSMYnbq1d0qFg/Lnm7uTuxt9xibBm6OpfhlSxVcSQEndt20dewncbh3pK76SNphMc1fQswNIGBQNdESXvCFis3Cxxh3JSp6tez7AqOAyEmOVpym2jOzY3E4ilLLpkiICcX3QZgUhQfp87px8DC3sC15j2GG4sZY22oYKj+i7odnHX7+a2RLnyF4vIduTSHMok1N1ZfjzXTla5AAFHLTWYdIuYb9xtaCCE43dJB68Rw0dOOhJPDOg9tW553TTfsdU86d1lpNMfCWcXwa1fnDXK5Eut8KfLKzVdshGmu+SpluLqBodqmVZNpPahypfjdQ9/jSMXwottJCc+PbiNlL/1j+r837qArWbFsGZ52f5iwqfM2dEpO5JY2oJWlB6uF4AvhOu5Jx4hoOr/QsItn/RUAXHT70CT8x+HrCGB3NsWjiQhfCK/dmFNL6nx3YnPnJ96OTLUjtOeYImlt+UWxizEcrGTMH6I6MWNoSCBrs+G6AUyR753tXbW8+KHBAeKxBUZUO/PPoRlO0amzLjdx3/rlLK4Wbs3in+55kbc3Lu4oGU77OBlZXs77k/27eW1i+feyl1yPIYAHRXDeuAgpbchFITcOvvL10p7U9ULHFsmobvDpxt285MsXPv55uJ6fiQyxP7tyZ8utIBGM5NZ3iMIyrKbZrrgVfFklJnEuViUqNIdAdXHe5UNyiEuE83steaEI+uPLl69+1w00fX17P+qOjeY4N5MjX5JMKsu1izdwnFJrWgHWfG3fcPcoQi/+HhL+EHH/6vXUMyQczupohckoQ4ZDj75KwUIBIPnUjjc4HF7cUIX8ZfNgbc+yDv0PfXvpWoXfvJQSsqOQGQD/btDXr1JzChPJPxnr4SuBav5fRT3Pe4u/35OerVVwoVgb/I6X1kwDNzyL5zDeLAmPl6TLTfWsQJnlwLPdBu/Zvbzc10DNxLwJUGuJYa9uEkAsNkl2oR7hiRC4xoqeqtkfwQwUy/D88UfZ2XVxdQSS0GALWqyZJXhUc7hizujw3TmN0E3cyEZ0hy7DASF5V9Nl3tqwdESvzpPkrQ3Xl32OU5F6cvLmh/AASCcHsfOQmwBhgKsOzDL0nZWSg5kkJpK/D9bw5xX1vOLZfAuT1WBRY9XVkEAP5AgcGCN1I0T89PLC+LtTrQyZxUU2w64JIukFVo+A0GzC9SMzj4Ffl2d4v+zi97RDjEo3Z1ax0lxoclMXjHv8bmzHZmRgFFZgC4l1mGRyf9rgWMaYngyTEpLUKtxMzrlsXnZb7AhM8Fj99Y37/VnRvKLDIWN1EmH39EuVQYFYB4/R9myal70hfq1+B6kSgzTims6gbtJo54hpOkNrmAKg2EBoDq66fOa8NeHGySzurxCF/+ZiCZu0WLiNk+lNo930AlXgrEBdhBtG1kWvrQUev5sLJxYyMkXpyq0S9y7nFiYkzpNJwnsSboKzxrBmkcRnfcYBR+C6idBkWkj+KpAh5crxSG0Xq5lNBnB/TQ8NrgyhZR64O+sibpf47GQu71Et/B2bjJAUeU9i0Cfwe9bn5rMjl+Z9kyN8I1DFr9Z3kCnRS/WqyzPtWY1oOiP6Bg1J3CKLairP9kn8eyIAeDuipK5VYCeW/iDccv6NzxI2tnBoydTR7R7EWmKijZSQTcM2J8b/5AVGcfOKVovbcEjbGZaXYbnxEKtU59zQWk1lg4/h5PLbfi2EblkYK+zvtxg+p/gG55UC7yrMnz6eFpxwWwxn/FycrOFo1eoWRVUbFr/cMLwsFXwh5eHVuI+gDlNhBCklqQwMD6fY7svfqEcmMjzXNfPZvuUOg6qqtVd0H54cwZSSlKYTtC180sFCMKbniyJuuLx8J1DJT0WHueLy8v1CioBiaxM4ME7gjhGEgMgPG0ldC3Mz+VAJPcWQa+GuHxWNw7h8M7rpABP8vvMqvy8OkEQnIjZvrrIg3zvbEbduIO480syZK8+z6hVbs5CGtqKvWAO8c25TLgRVJVISVopbgg6kbJPnRltXXYcD7POleVfF8mpa/nSomtPJ4haSti2RyYGi1K4rfTaXRvN6/O7dOntaVm9xsBguKQk7NjkE+zMJfmEiH+G4YXr4ndrtIAR/WtnIuwuTrM65/bzoW72hFRuJRY3V3LgnPy5egB7IIVw2LMNYhfyKfG7YXwIh25cPD4vi56f2ms3/9/Xt9IzPuA09ps3O2hSVYWtarrknKPn8BkEAwVSU8eDa5QYuRazXT3hHsYc7mIgyXlGLXKUP7pppE5CCNkunxunHL2P0a23kbqKIappZsrk0G7+xOjlzs/FqDscDyWVdP0cDST5WOw6aC0NsJ5aSXOu3udRj86O7OlddtptBIHnf5Ag/GR3maCrGJbeXt7YeVm2hbmOMyvT09R04MkrqenjJvks1uTBd7gFsUewp1aRGTa6CwTlh6rlICSfO+3BnJvlnvMw1EeTLYqZjiCeVm6e3JRtXlwvp4MvEiHsryiNA4T431wB1RGlXiN0eQNoarMAfkW+0L/NOh6n2HUVf0Aq1yJwv0q1Z3FWxNh1YXoz5+e7E8npIO8x8jFJKRqIO1/od2ryTNGygaPs742O8Iz6OWfiG+w0XXw7VcN7tn9vJbMuyqLGa7gzh3zeOWZE3DIJHRph4ZtuSB/U6LtoyjfPynC55O7k3dmje9he9XdwXP8jQ1Taa9l2dft52BNas1Vw8Y3CyN4jo87O91SYYKG4EdS2i0TMpaA1v/W8vlUySsVfeEWGyK0A6GWDUPZNSEQlX8+odD6yabJddDgFp02bp1Du91Dm9NNvXkTcxg8JBcMG4m0lRzSseiwyww5NgX2jxG+Rao4m8B2Ii5aXzqk0yHmU45sFr2Bja+uZCL8RbEhF+JDGBp3Bj2ZNJ8YHYKH8XqiVgWzTlVt/gV2weNMNBD2axJxf3ctblKtGlNs9YTWppanOV84zVmJ4kk/JiWzq6YSOBJ09XMzjrPNuZabc36fVT0x4pOsalMY2BhKApsPF0+azeKrdELpdloL8fucIx4WMXKqk5MAGz6ltigTCf/9AvkfSWKHoRpav+FyIl4HPBDB9KuKhwBM3ODaqdQXr1HdPbuGSWNvvCsg4b1aq4pN+BLUwumDZjmiSoW9xTvTb9TSUsu2m9JmGfFWZyQqMrkuRA5RlkuoWamqU7C6wnOqDPWoo0WVneNznKpRof/3RseTUZm51FjVWZ03BSBlRkEQI0z/Juwhoappx/6IxWemmX1XL5CtCkB8cRaIXcmPt2ROken5+QKaWGUyK5O+cIcuvV9G8VcHluPrdkaGiAaLZ3cSUkS+Q8CRgdbeX1+gM3fe6VIgDPLXSYbXZuMKlV5/NeN4CnRUpI5VykbZMf3NhFynLYUxOjxpcl5EnhNXPT22Xt+b+DxAKpaKuNf85N0IXkExMDfD1QRXsuzVuSESTwF+H6dZBGsdHQPDbe9knip26upWCXe5Dd6fkN2DvdA+weOE59R4BA1dLTa6wSOYNZR2BtAl0uNIHpNsmkVr7wi8diPPfsd1e8n53VkHNC8o6mEw2tTk2HFBDV5HT/B4MsNXKQGmvwpo7ndRL0aDuJiUoyomSDg3VCUqHbaEDKcrMrF+Su2gH8aZNXLgTwmTZ3VqcxdQtDm7n4HCmwnBJ5/2W+F/1kdIj/U9lIfaE94VbX5Uu4ugSxk6vbyH+x73eir4F0bGZl+NKNledeOFJs/BnkBQGP3D+nlY9kWeEVKWW+4nwp0l6w5hhLG/2zmcNGEldKuDLWwKnB7Xzt0l2MJYOkLDcg6J2sZjLjK7q+JYKzQ/MjEU+6bGJlUnQ7c2lMKXksEQHyn+859+qM/VVsfDL9AVboyCuw8gt24GLHzZxo8yAlHp+LvXevcAjK9O7L0G62DrnN12FyNjERJiPWvyPKXDo8WX6ndYDf2zbEj2Rq2Wb72Ou2CLvzjpScbXB+uIVaf3GaXDzj4fr4fCPwb9zr3/5yNg6CD02OsDOXLjyG81tYly8dl73JwpiA7UWbM23EETamz6JKLq8/10oqQqf44mu1a27gZKJhUiN1pEbqSI9Xr8g4Nu0s7lwKIcS8vm3pZIaLr3cueQzHcTh7+uTKhJ6ixNfpS8XxJRfu1FBOHDQ69Y3TfHw0EeTCSAu21Ios6UTWQ9Y22F1TnPpSamCAA2uu5K66vGRKJPz9z8omAo7NByZHEMATwRoubmEFpygm0+dfsU7X0NiTmu9BlUIS0xfp9bYKRZVrhZSQHquZ1uOpkTqc3PIjXd5MAt2x8zp81u9MIomMLk+Xnj75xtIbOUbJFoSbiZioJCvWtkn9ctjpyVBh2PiMHHtr++d1uQi6U3RHa6jxzU8BKHWLXw9HSlzT6TZKp+m84AvxqYmB6XfxxVAdN1zlXxSsFUsu2aQtcHIamulghDPIxgjJoZkPz5QGrhLTC5qztZz33SAtZsIjSS3DgD7OHruJQT0y/byDg4VNdV0Et+/WGl3GM2tbpefYGtEre8lGqgEQmoWrcoLFLt3g9usYnllhcJdOqVojKSGXWU4WvFy4L9/Su86jfqQfzbG51rZvwd2yMj+Ab7VbjSyNIMfGUNZCwM7qQToj+QK5zPSgAcmu6kF6o1W4ZuWrZm0dp0w37C+HaviXo93Uz+kJ6XNs/njgMh25NEmh8ScVDeREeUdYKtYPJ6OTuh7Ctysfntfcdn7W/CLXqUCUTOuyhYM0LIKOl5g2o98kkqywMNwbNyfayboZP3sHTm5GEbtCEwhz4bJ8d+U4vrqpoiABgRKfmYSrp7pp6Vi6iDZzszpcsSACaDBNEnOmcHmEw8OheH4bwbSeTudMMraBLmyONHYxmphfVZUpkcq1XvSabr4TqORnI/NTMN4Zn+nGManp/N+KBqwtrMuX/BasCTfp7iC+jiia22E8NMIL6UGcgtWzK72N/an2WxIipifpd4/Q4LXRzeUXp5SqFg0Fk2vqtMqMV5ONzOQGSamRGa+efuwgkZKimUaZseJUCu1oD1pb5KZlWFb4aAl2dH+PpCEYr+hASB0hF26lIIFLloYUkmZ96f60hoTtuY3rVVkIDRch0TTP62nLDEnmFwOcKYT4a/2T1Pqj9E1WFe17ZbSRdJm8IhaCb/sr+cnJ4sEJvzjRjwD6DBd/WtHIObcaDnBb4WhYsRkDzbd7glPXkqSTMxfutkwDAafYEyamen7O+W0EpIfUnH6rOWFx3dvLnXuGuBUujWlsC9pr0hEg3t02z5OanVy8gjwzVsvk1T35B0Kiv/UyInhzBrmc0rc3SSypExx5nT0MEPfV0d+QH1UqhV5Sh58TkvMS9rG8DgsttrYq7QbXG68m+OPtzUin2MPokGNEds7b/rX+fNFYYzBCvT+KLhxcc4YFnRmaH1VYT57xhflodBhvifwdCXSZbv6sooFL7vJ7r9eSZSwZiqtBaq1KYIil+yUIwlaA9CK9+BY4xbIYGq4iFJxfDR8IrLxCfmUU14JWHTiFu2LmPX47PcjEYC0P9r4VMxDF8KZIT1Qji4yWW1MCF86dJZ2+lf6qku09z2GRxNLduHJucoafwdqfJR7Ij6oLxPsJJPI3G1NoVHqPYGOQBRarHTZJUSvOoLl7sK0fuwUZ1x8dFwGxfV56RpZJkrIPKWEiNWXczWxT7YuRzLk5WN9d1EdXztluPXFEftzq2xPj1Ngz3noN6DFcfLJpDyc96zsuT7ExsCddODmBZkqkkNzw9BObdSOszlXMM1YbstVUeAJEjPjSJ5i2a5en1bNZk/GJENVVxeHXqxMaj7WtTWeNub9N3ZPCFSwuBsvGQtjp2Skyc/st3vxvu6e7k/Hxm+9oEk8aBG+cJshpbM1g79WvIIXG6X0fY7RmP0iHutFzaE7+tx8Fej37aTV9JR3CswnRT6tM4JJ7WFzbb0w0mGeRWzLO1LduO4JoZur6nm5chS013LqFOXey5S1+17fKD3wVnPAEuC81Pz2hy3TziaY9nL8NnA7L8m87aX3a6SakIGB7p9uYuEqEhwA0BK2ZhpKNo2utSoKaj5hRHPKfHKohk/Di9i9dOe7Y5Xd3C91C96TQPTOehbd7Kkmk6pjoBX9LD4GWboZfuxdP1Siu8ASRy/vBuLUG/Lnc6nWQdjSD1458gOrxSzjazHfZPPAquzq/CeS9Ks+EdqIJHaGZfHLvzy54PJ8Yo117iqgLsukHyFgekoUeKwKJh8RGKOhfEQk50xrk2vj8GdVZy6QnUsOdTZ3TOtKRgqxd3vSF17xBPtq8jxo7x9viE7zmCdCeS/NEsIbLKk/1tiXdHSR4l4G2SMh7Lgb6vBqEKdyOq2T1w8iNVrYdXs4IUFGyu8t64q4Yp+rgqaLnxs8fItnvw/DHCHdcZuzsHXndJSSy1NSjFWBZ1gJjsleO7lhojoMrF6Vh5BSjNfvRHJsj5/8Sd3Ymf/ZkYDuXjLyR9qGOn6BCL13A3Cpexuc6T7+8h23Jd5HDNa3DATwkyOLGWZ75QHYDGLxJOcCUsZq1DboixdFOy9EZSwYYTYQ44Omdfj5na1i3OLr1VsloGp9t3MXuTJL3xUYBaLayvOgN8WSwmmuure1RnWJZV1v8bDW+PRMIUxJsSfHmG3cibzJEkLElImtgmvNPbXrTaMbG6FG5HNxVo7jCkZKv+Vs6cYUnyEbDaIZFsD3fP9ZdMYGoHSTNWq2EJPPjdbOeExAKDWOYLqwcdDU/QH/93fTX3z3vSLYwEEiEtLk+eZUKdwVvaX4MfQWTWy7rh7isHwRAx6LJ7swfUxSnt0vJvCESkC+wWq5SXCssSuVRy8LYC43rE/n8tNmepFTOxdWx8rcROe0JgJR8z1cx8+RG7LSuKAsCOFRbSeTizNzzuV7Vxcg5DrvSrfSH5jglJGQSm2RBJBw8tQulLEg0M4tjGSAFoZ2XyEYrsLMupJlZwyKbhfT4fGL+Bk4cfJzqiSt0N9+/4BG7410AGMIgY2dgMTUuIKPnDaN+rZ1+bSrVT9LkdDKu1ZOm+PudGiRQ6mDldy2Vpq1imKxtMBiv4Idde3mw7ULR6wOxSsaS5Y9ADRkuhgwXzxWmUwmmHL63jy5fphUwa3pQQxI0EPbNfUg52yHrSCrsIOPGZNFv0RuKY27gpHwpIRebUeqCha8VX0M/rmCMRF8Ldia/skwONJNLBPDbOdI3ma+Uy2WZnIwsvIEnBclAcQVpIA6zwllDk0kyOY3pD7/Em5gMbeMHb/pXuHIJ7nv1P3Oo+ggf3fVT+A3/vDD5FFEjRFyrJCXDeMmH1C4nooxkZ6cs5D+/Jo+PwKwZxqPZNOO5+QUHuhAcCwvMDfCbjGc9ZGd5VI63XOP8cAua5uDSLRqDE3P22ABCw22l0BTLIzfmxQjlEEKwuyrIRHrpYS+ldLblLNC1RUDj3qslXth4CCFxV5YOyfsa+6jYfYHI5X0gBZqRIzVaR6ClC7TkPINtOTiOw8RSKQBzdHb+uRhE5/dSTXhrmQy1Mhman1s5WrUHT3qCQHIYr+7lcPUdvGP7O6lwVWLNGQoigWFXLVCc556wLeKzUomGaCz8VZyKFrOyDGTmR0Ub3F52+cs3AtSWWexZsk6k/NPpwi3hcRqDE+RsnTNDrVT7SnVy2ED6s6DLN1JLx/VixS4rzWXj2xUheXHpBsTVVpgKqzjPqcszSGu2gdZMPdfdazPBYu0QJPpbltzKUzWK0GdCPMHtN/IpFJqDEBJvLkncG1rkCAuTSqbo611kYoWA6UvZnYbp/JvCKl2CbYuSLZVmM1B/V/6PxBCGMHis5a1k7DRXo5e5o+aukvv0eFsYMrZTTStezgBgSYdcicTwrtQyct8Aex2T/C0dxkIzHlJPFsiOTXtWB2MVJHMzifvVvhg7qoZwpGA4EUbXbkcVoth8CJLXwnjb8zlwrtokZk2S3OjihlcpnT3oGqMt00BdtpJhV/FiTb/FdKe1wkp7SA02Lbmd7k4jhJxOl5hOmyg0iPdmE6RdN2es3ri+hCEvHEDmU8bcmYJnpKBHJaSyi/sqHU3n1SOfJu5vZM+1rxJIDtMe6qDZ38wbI6/zI9veVnL66vngPmzZSh0z6Rsj2TTXUzff2tBax8bnUsB4cKYI2WWBnk6StWfykW9M1BVNUzQ0B0Nz0G6XuaWblEWveKcww0JagkxvvqWD0EAPLC/XyS3NeS1PEloapzBzeHYg2FmltUIyJ7gRLd9KSMq8UtNmKWrDmy/68tYPEGy/sl6SgGbn58kJmVd4gNBnpkAJDHZGJf50CsO2MGwLj5R4JdP/PIAQghpPLVk7SyQTWSf51x8JZA1J1oSsCZM+iHozSOanpkwZtPtq+0qa/d3R6tty9avYuEgkNva8UK3mdtDcN5c/mRFZQOCWJXrx3SKxrKB7cvV1ubR17Mzi/SilhGDbten0LQBvfT+e6hFc4QmEtk7jtTQn/w/yhquRAw3O3fBPyylnxfP1Kd2NRia8A9PwTnuk3t76DobTwwynFu/SkKJySWfGRiY3S4fHPRBZIIofdKWo8OTvzY6cXxDoSOiJVpfaVVEGFjVWz3tv5P9wNLLDq5vEG7B9bMvO5PRd9nZjiVvPV03bgoF4+TJkpKMxfu4IdjavvA1fEs2VD7cIAZ6qZXRHWA2EBH/BeykAbxKEQ8Pdo3mDFRDotMQdPvT69/jJl77FT7/8bb4Zy/JCRpv+94WstiK1ZZLAx9xw+M0jhcOE6wxRczmFGquMmPPAmOnBt6NqGFO3uTLWwIWR5nnho+F4eO4BFIqyMmFM8mz4xAJ5hbdGhRVArHIUJGkJhpLl+Q3l4kGGXni4qE0hAnRPhpo7XyHYfm19BAnMqgDXHfCkqDkwjitYGOmM4HrqAbS+JFpfkreMFuvvFzIaH1xhyl6IgWV3clgulkiQ0W6++8HNIpFgzXhVUzmTRDa/UPG5MgTdaSIpH6cHt1MXiM6po8hHzBQbg0WtuogZo9vbR7e3j05tiGvpUa6lR+lkiK7C893ePnJi4XCPx3GXTLDQEOizlJuNzUoyMSzbYGLi5kLpq4JwCGy/UfolIRGFpsPuynEMbz6PJzVcTy65DkUH/jj4EjMrckAPpvDUJjH9873ibiuHx8rizmWpkBB0bIxsjEoEoRXegHxMUCF6l95w2Uhi5nX6fE9jiXw43soJ0qnVX5AIKXElbcyEVfiXhVThvQgd3DONvnXNIZbx8Hp/BzlHp71yeIGjKhQbA0fkm/VLIDfiJTO0MgeE3/bSmKsp+VpLto7Zy1rDlV2R93F8IoRllcfJoBXC/UVIgZ3xkJnIG6uh9qsEW2+QjQUZP3MnQqyxZ1VIqBrLe1Kn5NQlnvpY3lCdllcgY+A6O4Hr7ATe7jiViKJ/7sL3slxN3iDOoq3i+7OkQ9ToZMx1mnjhmmjv6ueN50JY1iovRiSYs3S4K2kjkjMN9SczXsZSxY3/+yaruDDSgiaW7iGuKB+L5qy+WnmS/1N9YuaJ2YvJWcOO3jR+N16ndFhFc3QCyariJvlaBkfaVNpBuuQgjpAI3cFsGCDhzBi+lp7F0Re+erLO+l5Z0hFFk14MT+lpW5orW7KrgZMzkbaOZeXo6emiqqqRqoYw44PREkcpTVfn9aU30m1wtCLtVNmSo/lQIde1e2GDOWdbDFgxLoyf4K3b3r5suVYTQ3MwdEnW0tADV4m6TyKEzaTrFJpzN+MjLr79ZC2PvWsEt8dBm3WPkxKkbSKEg5jbL2+p86ZtGk5HmPrgpLDpbU+R71xSfCMdiodJZEu3ZHFk6TGrCkW5Sekp/nLb3yOFxB1NoNv5qE8mFMAuFDw+Mvom6tO1Jfc3FmhfBaBJbbqlYVXLAC7f8n9/uZxRtt9MYFsXokR+rTAsAq15h4RRmKyYmagkOxlGSsGr5y9S1SFobKvh4ms3yKSWlx7X29NFLrdEPq8A5rQW81XadNxf6CP+wsrD0+uRliSQ+N0277tzFLfh8PKNENcnB+j2PU1Oc+iZbGX/eI5AMsUbL4aZjBjcdU+U2noLWcgFzo62kBnehubKENjz8oIGpCUllpS4Z40uz1kalWcnMe2pYl3JQKtNbkpVz5rwNJnx8mrvDsZTpfMEyjV9UFGaRY3VYC5IW7yNUc8ocXNOQcys7/HF6tcXPoiEI+NH2Dm5E4CcluM39v9HsloWXeq8uf/NmI6LpMjysexTWIMzP9DU3XrpStMCrsldNEzumff8mWyEoUQ+FO04Gv2Vr+BYxX06qsQAgcTS4erdZoiDrgoAEj1tS+Y6LYavsQ+EJJ2zGR0ZpaW1nWCFb0XG6vDw/LFry2WpVaNE8hfnv89L2WruqcgyORAnmUtiS/jacIKD/rVvK3bnthhv3TfB/qYE3zxXxagzwYmYgyWhQz5HxVAlmq3T1e/l//1RC+//qQGqqhxS/TtBakjLJH7lKGbVAFXHvrHgea5k02wzXHi0+TffmTbRs/Bth5QOhfzVaNpPNF26/dhQPMxgTIWPFBsPG4frnj56Aj1YOYvpjB1f4R/ww6pX0RfoLdmYbOTQ2OEZ54OANypOoyEQ2NM/mitWjEQy3/pIAoMNGaLhhXslVWUry1rgslyPmubK4GvsByG53NPLwfoWtm1rw3SbyzZWR0dGcJyb0KUiL+di9Up9aYsvDcTRBLyj1odH12bvvua8eU+Ex980iM/lIET+seVI/vNJje5YinZ+SMNgI6ZtAYKrFwLs2J3En95D7OI9AHmj1THQvDECu19ZcADRC+k4n4+N8ZFAJY94g7iExh91HaA78ArvsUO8KX5knoEufDum/07l3Fwdb2QhLo42l20CoWI+ixqrtelaatO1vFbz2nxjdbkISBgJHBw0tEIzNkHSSKE7Ogk9SYXjQnd06iPbuVg5KzdxiWpSRyv9+rdTA1yOXJ55ouVk6QNElha/RnNTr+cNVFt/FbttxptmRmOIybnhEoHteQV9eOHBBo6UxFwWvms97Iq7qJ31NYxZSS6lSoeUJ8bHuJQcJuebH6IJpwXmKnias7ZF0nb41kiSrpFxfES4R0h+79oEdW4/Oi384eAggfQYR1ldBXiwKc6vPtaLz5V/f++/a5Ss7SV+Osz1yUks6XC9poH6SBwQZDMa12KVjGgGodOPIJyZzzGe9jE4WRyyFEh2BiYwNYfn0nFeTif4UKCSFiOfX9zpvcyvhZ/gZ0beza7UdnRzphiNFfSWlVIrqjZVKDYKpjS5c+xOhr3DWAvoz4y+cPvAzkAX+ycOoBe8YBLJN2t/wIB/gI7JDu4YuwOA3jEv/891laRZiD7tXlyu2vGD6NH5joc/i13jv+j5VJxsxWtYvvnGg4sUxvDihuJH/G3sNPPhX9vOMObpYurHHWAIXzZStL1lW0y4uxnPRRCzDUszAm39YMGQx8ZvRyE6jm0tz/iMxSaXFx1bJgKJX2RIF6yyc/Ecv3F5HAH8RW8MQwiC2QR+4A86o2wzgtjS5kwsg5XN4txkpb5X0zFKzKF/bE8U/6xiPbchcQOfPLCPv792g6cIcGbvndzVc5XmaL5+40+u3c39/lbusYojVZMZL//p1XczNicl4cOt52n1RenKSXqsAf5zZIh/iEfQBQx6Ron6JrgkTfam2vhnEx/FMme1RBSzuwBYhNwpUjkXlqPPm1yVH1ShvKsbhWW1rtKljmmbOMLB1la+Irweus6e6B48tgcdnV3RXbxa9yq2ZnM1fJWjo0fR0PDaG28Sw6iTYdQpXOxaFGaLuJAtrQNLLbI1IJ2kwa4pMla/NXGJN66/XHofCXSUfmlbVOApyBOIa/iTOkN1MwJ6fIKGXh+mpXFdc0hUZWiMmGT1LJfDV8jOukFN2h4ckrjlAEJk6CSBwdfoH38QJ1cFuSi1mThH5wohbNAyWIUWTlk9Q43fjd+7cKWw5uh5xac5/OihGUN1Cpeu86t3HOb3T57m7HiSjGkSL8xAlgh+69zD3GNW8HOOXtTjeiJax++8/ON0z8qbE8Bj9Tfw6jku5ZL0VX6F37NmPNUy3I0Q8Pnar/CbvZ/GDk8iF8i7qw9EqPQmuDjSTGMggqeQWyYldEZK5/UpFBsF0zExbRNb2DgryC11hEOvv5cdsbyHSiDYE93DgH+AYc8wKT2F1/bitt0LemdXwoCd4nquEHkyo7CQo2sJffuvI8XTqWj7dvHjkRI7bXsaFquH3Q4kX+LQ2fPcHa+cfnpiOMbnLr7ARHC+0Z/NZumunxn9WSTShEZtomAcSTAtDcvIj8QFyAhJysnrGEvkO+hoQnDYd4IXAjPOJGn7yY49zMVU3mGyS2Rxa5JXojEmnSMA/N/RIVx2ho/bkqX6OFS7PLjmRKAqXS40M39/MW0Xpga67hAqMewHoMnv583NTXxzTMPWNILpGWfOZDLEncyvP/E5OrUT9TxvFt9of/vcQwBorhG82z6H5prgmlW4R+sZBPkuFdVWBTkjiyzZUlBS55/kobYLnB9uYSQZpNY3U8yWtkz6YxVLfDKK9WRZxurh8cMcHD9IQ6tNf2U+hyfVGcLJ5pXRuDnBqYrzNy2ELLSyWmKjPDez0Jl9rW7mhdIisvdUzLzJakNSpUuu1BS/8bMOIJx82m1Nlv6qCYT4Zr6rlZQk5uSYuegGYBTQOYkvdA4KOWvemAG91UVCmeETODu/z4nCneM0/6Mox7cUlakG3utvoSKY4Jphcz1Rejt3i5sRZxxdvkZ9eoAbu/PKzqnRkJqPZ+eMa+yzQ/SmdxXJJ4FvD+Vvspq3E18lRdeVKIwFkcAZ31X2UyioEiboM3m+mnDYUTlEvFBVGvYmcBVW5eMpPwOxmRuXQrEReXjgYSQS2TCObBzHyWmkb4Sm80av+Tvp9s3vgy2FZNw9Pm2sziZmxshq2bVzOsyL6d7CsZaz71LbLPB6Mpbm2YEu+ux06Q0WWMter7KZsqtcOY33/qCBb94zRDRgTZ9P689/tlZzipqoiTejg/cqrvBM720pBa7KF6cfD2ExjI1tfQlz/MHp55vHDDSKFyrN1iUm64cQZIk6o2R8z5eUdcBIcqrpu0gk+4bv40glNNVM8Kxuoy2gwzOmTaLCxnS9xNj2HqZ6A0zWWjxj9swzRqKJ3TxFcO5hmPrgNfcgwoyUPpmE54NvoAUyfEC+CYDujIltzNwnDjd0YUttOmd1dipI/2QlkQXSvIrPs4BnWlVqrTrLMlYNR6cjvZ0HWhw8lduQEkZe2YE9mXfbX/N1kjDy4Z6EnmTAWxzGlkgSRgKPPT/fs9/Xzy5zF+HcIjl+Eqqu3Eei/hqZ8OI94ubSpPk4NHQ3D4zcy0tVb3ApkK8Sc/lTmO75E5MWw0p7sdP592B4UuieBZRRCaQU2GkP14xh0rI8I2WlYFZYG2xdAhbCFMvKvhdabtbfJbwxwgY9N63+HJaeRjYc7OKP6YIFFFwRDeDia3QWpRmd5wXghTmb2qkWwtf8uHOlw/Gm9yTmpIM346UibjJQnf8uNUfQfjnJade3yB06Sgd12I5GenISZF55mZpNtS/O6cHt8447GKskay8vz8nIZakby3t2c6aLkap6peQUa45AYEiDasPLj+6vJ+DVsWImIz/omF5cfqf2OV6oeg2AEfc4UXPG65TRM1jCwpDzbx8JM7G4Lr9JvEJnV6aF99x4L6Zj8nz1q1zzdwLg9icxVjD5MBcP5senAkK3cQUml2e8SsjGQ0h3ikuMrHrBkq0x3dFZs/P3DEuD3GwH9dTiX4Ohyhx5l3LxkBghJOgz97apwa2aPoan8Ynp53ePVGHIGWNQAHtzL/F0w1DBodzLRf5uSblPN32f07A8HV4HcInTbbOfPM9fltg0N/AOKgd3L/jV6HoUd6S0rg2kDI50VXPsrv3TY2WtkV5k5W6gIr+/5mA5GpG0f970wa5IDUtdFDXjQ6RycR585dsY1sy98as/8hEmKlR0bbVZlrHalmliX6qN7LUJPEfzhqivI0rsRN7z1JFs4zcv/WMAxs0I54OX5x0jhyTl2GgI3jx+D6P+QUbc+bXVVJijNlWLz/KRNOZU2QsY311sjpi2SVNy6SkklZqLpJHk6fpnODZxhL2xnbxU9QZ+XxS3nuRngjuo15YumnIsg7Guu6bHrQbbrhGsKm5dFdCMojweaWukRurxNQzg5AwmOzs4WfsDRnMpnjl7CdtxZsI+BY7HDzKUuUxUj5Fj4bzXKVojAsMRXK/Kj1UoOLsxbHBbcGBIYzAgGQ86aEZ+IZjKDxWePkbO2Hrt63VvLw9m/prtQwusjgcAFk6u9wWD7BD5iujU5BDnXv0qZvVBamICl6kxOuyn1TzBxMQQrR0zRqsvc5GayKs4mpdI4BHmKrz+86/SeHWUH9Uknkyajq6LCGCoupG/+MDP39J7ViiWg5Tgs4Mcy+7C784bOprHwt0SJ9OTN14eG3mQx0byXrjrvm76PcWFnVEyWIUwRFO6nkPRvdzwd9MT6J7Wy63xVs5VnVtSHrflpiHZsOg223Qfvx5/F+PpOnSp8bHe95IVOTJaltYj56mvHsWrLW8g40jPcTLjeWPC8Meob39u0TWilfQR626nYvcFhq7dj7vtMj8Mv84z5y+TSGeoTGTzC/VC2kOFq44Ppu7lz6ynsMlhsbhTpCYhaB/X6KxyGPFLZkoPJC4b9g1pVCcFZ5tsst68rrYlZMpYrW5aAs2Z6poiyRry1jzdJaio+CbvP3kWbbH3eXVhHa4bBhVyRv977RTDl5+iJuZGCNDtWjxug4P+Z2mo8jDbHAonnseK5oj4H8GZYx/09DmI3md4uO8MVqbYQpeAYS+v0E6xMpb1666wAmhoZEfyIQghwKxNYWHT7R6cXmFWWkGqchU8MH583jEc5PRELB2N3Zf+0bSR+mLgDFEjQdAK8OPuNjRPks4xD+cGig2NRO11cv78CsiQBuHs0iv4c1YEKvPdCl6qfAMBWFN5tyn4Vqp/wVn3RUiQ9d+BwhwDIRwYKjbyPuBrpdmY1RbK0Uin4njiQ0hbI2NE8dhJLGmT1SW2Nlsx5bGEzX/s+sdgp3k6/Xs4JaYnzUYvLJvv6tNwBJxpcPCkNPb169w1YWA4cEBA1Q6bpgNpUpbgTy6FsCR4RA2GmN/GqsepIC7zXnOhpzBDJ0pE80t/ZpJ88aYvo9Ey7ENfougr5rPoqVvYKN8ofkbp2GRHThEEtJxOZrSahpoa7OxVKj1VgI6UEtMaJJi+ggSCydfmHSeNRRjJ1JU75fXYMG9UcVtwIdvO27WZghbNlBgVaS4PJYqGszRla9iRbGVHsnju/FVPLyktH43YkW7m0chxHOEwoU/ycvA8AsF+q5k7/Akk8MzlCpLZGRehY2SYbDkL5Iu+QrnFe2ZfsWI8XvVHyApBdbaSR0cf4Ir/BifCZxFI7h6v5EFP3aLHmCLhdbAq8/cWzZ0hmJhxOpgI3uPfhmtWgaSddZEcaiS88yIgcQmNd3ibGZ68wXg8C7IwKbDwsfn0IPcnH+Lhq/fSZ5/hpexfLCqPkKBLQfuEQAqIu+BapUQLRnnr9XxLMAEc1AU73pREAq/0+Hg+ahL32CQ8xVEu6XjIRWeNxBY2Zvh1mFdQJ6aGcBdTuK3VTBqE425cpaJTxjEQeYM/7XI43z5Z0tPsypxHzxX33V6pqrt5V0pxChhAcuTCdGLBeF8HenMzLmsIIRuZMoeklHiz1wikRvGnTs+XeBhGyRUPEFjgvIrVY3lL0RJM6DGeDb9BXEtNfze7U61UpUorHQ2BNqsExiXN6W9YzFIMHw900BiQvDQR5A8utZCZ1Sg655nEMTOM7X4ep2KYpJEkYC0wSw3YbQRxpcLk0vP7YboDyRWlAUhHIztZARKE7uAKReZtcyEX5cJUMcAUgT4uTEZJShtcwNTLLfn/PTQqCc/a5Q3/Bb7edhXdEcRklpv5qVYIyekGm66mGeWkuwSN4y7u89hUxA0cB/aE01R75leJxWWGXCE3VQgbiY+/Db+LVGGF6ehhDJcJfKlov4zvHuzADu488zkMW+PCnl8g6S3dr3GKnCFJlJABwBt7Gn1WAZSeG0J3Isv5CAAYrapD0xY//0JUeNwcKvz9xmSSkfpWGod70KTEsW0iI8NU1BSHeqxslqGefJ5vPuOi9Ao7Eqok5s+bqxc7DtLT1I6lqxYpivXDQcNJGSQvVeLfl3cA3PD0c8o/Oe1EAAjbfrzWfP25M90y/6ASTG3mOm41/DxecRBHQu+1nQxOzhxHCpvKa/eQCQ9htSw+na5ac9NKiGR05t7yakW+YKo92YonkCAjs3wnNbD0+865yOkZpiwWMxhDm9VySkNwMTeJPsuBIW0da+cbjEfGudH4EpqdRRvOEWlLYjsOu3qCHBieubcNp3t4Xb6Cx1fFiD3C6LIiV8XbbJsUCM1hwgNWYeKgzy3x5DRaXQ4TvV7aUgZtVQ7t7rnHN3C8sz8LyQnvcb5Y+a6irZ73W7R9+c9xWVPTsOC5ez9Ofey71I2ew5PVuLrjw4xV7mMuk8EKcmbpPtOzSVkTCGfG++hOvoR/8itL7gcQ9wX5/Ad/kSVmFy3IjmySI8kBdCQJTec/HvtRXG13cvR0Pko7nszwQDpDLBAmbMyYQkPJNBe8YezGhW2Lubx850NMBvI6PRKqWmJrxc1w08aqLWzi+tJh6uWwPdNARI8VLUjuaYtRH8oyHDNJ5/ItJMx0CLfl4H3jPdgtlxnZfo3AxPyeKNuT2/jJ1gAP+aoxxxu5ce4Ijj3rrQqH7Xeco6p2+T1LrbSHwbOPgNTQPUkadjyzZHqhY+kI3ebFzAgTOZv0SD2+hn6yls33zlzAchzq5qQBeKSLpJYiJ1LYsxSYpYFVqrhWguEUv6ZnJGYWIkV1DoKxlMHZlAEt+e/twjLSDKYwol+cXpHaeg3e1Px8TSPbiZbpob86iwQS+tPknCWKLbLgWyTdzNFnipV0e4LZ9QBSuEBaCObnz0p0nj/+o2S9dyx+/gX42dHrMJlX+F+990fpNDzs7LyIJvPnujM5QbVb51vNBzgi4mhA0uXhKw/++BK+cBiubmS88uaMaIVi1ZACJzNrWIvIFRmqN4OQAk0KnCWOI6SOO16DO16DNrCPWPMgodD8ISs7E218tK2JfZltXHr1Hkp5rbbfdWbZujw5XM94993Tj2vvfgl35cIl/1KCY5loFTZdziQv9jXirRvCFZzg2e5LxNMZKtK5/LTAQjsvR9r8TdXXGahJk5HxovG2WT0/r2UuLquQs1p4zZ3V+MD3q3j+wCCR4IxGMUfcHPDYDFRnsewcIy64MvcjEVmYM7Bm2Erhm2UkpoI/StYVnJcjn3X50KWJaQtsXTLpNxgPz0+T0+wRgqNPslJnim4NIdGRWt6znQy9C1f6NGb6zLxv1jb8TFTWraht4Gw+PHIFV0E+B8GgL0y2vYqr7fsBOJyM8I7BczwXaqQ6OU6g0FGgu7aZvzr02E2dU7F2rMhYdZIGuYgLsyJLwKsT9utEE/Nvzf3mCAk9HyJySYPWTMOi1f4VC3hH37w7QntNilO9AexCOHlfY5LeCTd3bNO5kWjnuRJ9/SuzYX7E7SWgQ99wNY5dfLF7g3Eqm1dWqHUzxDo7CG6/zn2eWhzdYNLuoMInSGWzdEYuY9kwtwbpnRMP88+vPsAPM59jwD47/Xx/SDIYmK8YNAlNMUFvaOY1f1LDl8znVk7hq7AJ1FrYtuBqnxcpoS7qwp9ZfNV6fluSiM8uSgPQ7FFc6Umggdk3D90aQuTGsTSdnLuNnOHFnXxpwWPfTDhIAhnf/Th6mJx7B2bmKr7Y0/O2zbn3kPUcXuEZZujIxIvkc3SDyx0HZ16P9vOqY+MxPYjhfI62ZZhcbD2IXaL/oEKxGcmKHFc9PdMmiSY12jKN6At4uyrtII3ZGvrcxb2g8pGG0oaNz3TYFraJlni5OlvBfjOLXCAIZnrSeILLqey5eUZPHCOwrZPtDQ6e5B2ExFW83n4GJ68zkcjl0wBmGef13u38h4n3YEdsvp76HdJyJnR2ucYhXqJX1J4RjTG/ZNSXP45hCzRvgp3jkErkP2uXz6Gi2QIJ47ZAswSeqIEnsfht/EZdhoHKIdz2zD3PnXyNN52rxswVG6KPPP/HfO/uAag0SHmqiLtuUN3/eZjjEMh4j6FbwxjZa8xlIb0uMUkF3kza/wDpwCOFZ00yvuNU9f8ac/uPJcLv52a9qsslJTTaswlqrJUVWyvWnxUZq3bChTXuwazIEvbrVIeMksZqt3uIIVd+teq3vbRmFk+eL4UQ8O4j+QKsQ83Fq8TjbbH8eZJLr7hc3vzcZznL2krH/UQG6tbcYJ19znhvK4GW7iX30aWGS5oYUqDP2n9bVLBtkUFXjbFZD3IaREO0pTJM9UKpcVu0VORIZzW+MurGcQR33vDTGF28y969l4Ok3Br/7cM/S8I7k0NsuEaAvy3aNuO7FzvQwc4rn6OneT9dVT9OMvy+ksf1xL+LkZ1dxSoxM1cQCzSvdYSHROXHyLn3YBvVIPJy20Yz7sSL6M7cD0cUNYC+WcZ1F6kSK3sJvOyv5oMTPdzcul+h2PhktBznvDemLRBdamzL5oucSlHKKSGAf/1jXVgL5K8bmuTUmMMLfSsP9FlZk1zKDeHY0hvfLI6WH2Qz2ISTc6G5Fu88IBCYmOiOmKfH940srC1CWUH7bOeLJ8HBYQFafp9ArWTngRxSwlfPh0ikDHYNeNg1tHj0Ku62eXn/Hp54uHh89g8DOXb0fW46DQDgh/f+DHWR79Iyeo7RqhYuV36UVHC+l9HWKxEyi+YULxS8safRcwOYmcv5iWazSITfSyr0Y/P0sqOHSQXfii/21Jyz6KvWHaXf9CJLHCupGZzxhNmfniyxl2IjsSztkBM2aS1DSk9jyzieXP4CzTpLzDcuE+5Z13h1ax8Dl3dgZ2eMMtOTwVexiOVXgkTftum2IZq58mo/J+dCM5ffXuWWKRVrWoDp1iYlXgunDHxZA6k3YJszHnCnxJUjNR9Sq8GYuilpbmytdLVmovIn5+zs4EqfRrNG8U1+Bc2OFnliHKOOtP/hecrLdrWQ8xxET/5wGe90ebgcG6MQ7n/DV8mAa/7N4A1fJdE5eabfC9bhqOR6xSbALCwKZU5DOquyrlsQIaA+tITOHFt8yefypQjWjBMbrS5+QYoip8BaInMmhi+Bp2ps0ZGnq0bGC65MicKolRHI6PizQWyzWBcn/Kl5BlzcV0XVuHdm0SH0eftNIfFg68U1KvGqj4O0caVO4Zv8GkauCyHz9z2ph0pfaELH0Uv1U715GnIpDqVm7vHfDDWQm3PuLreP/1PTwb5ZhqoNfDdYv6qyKFaHZRmr5/zX+GrFNzgVPo9ISyh0pjoaP04zzdPbXQ5c50r4MjJnTrfxSOgJvtpQPC1k6ocwlcuT1rLccPcD8DcZm2BBE7zX10qltrDnTxb+m7uav7fZwmNIbJnvQiBndSIA0Mwshi+FvQKFk4kHcApmXWDH/NZcpdgsZkuqcJ/wlUi2lCvMSbpphJbPL5WStP9BfLGn8cS/h24vNkKGQlPmYhnz1fU3/+nfmxhjR3bx0OKg6aXGytCSm/H633D7S67eFYqNRov/NE9WZBFR8A+MIVwO6VQISahIn5b6/c/Vp3P1uRRyWjfbBV2uwfK6rsyh7f9v78+jI8uz+07s83tL7At2JBLIfa19r67eu8kmhzvV4lCUOJyRSIs6w9GM5liSx3M8tub4zHjmWJKPfSxrbMuyJXksUiJFUSSbIpu9VW/VtWZVZWVV7hsSW2JH7PG26z9eYAlEAAgAASCQ+fv0SbLixVt+iHhx3/3d373f2xVgKbAiHpFEY459onuJ7JFm7ae2xkrmMWPtqbvQrEGZOIkXceLPkZr/58SLr2++fxMbvltSvsfAFkv7S2aE29Ekf3v6+upQUNyNttAMQLPvtOSsVg2HD7OfNLRaXW/IRmMTvNf3Hq9Nv8ZQOZyN5a0if370z0GBGZgMlAd4cuFJPMPj7YG3KVv1xuLjClDT2v/XhfvYm0z5K4biVfOLDR1T/nnhNv/jw1U5Euf8D1c6swAYRoD9cHs5Kn73G0gm9Op6/YD/rHpmy65bwZEFDM8FH4pmlER1GuX5OJ7HWNqnNycbdg/cbzYyFTePVDg1s4+jVApUlFL2F7ErH604q57dpPoYsNz7RMrvNWwvZr+64yEsd4T2gXF74yW2JcPm3UQP82Y4oVo0t2pcqNEcPErBVGyaHx6prUYshv8vakb5ivmVuuYt3+z7IQPlwRVb5xguf++Jf4hneGSdDCPFYxwrHMNXHu/0v8tidJGqcvGVj2UIv/sw/C39p5nzmwYerisTn0HMdUk1KpXjTbcALsxEYuQy9cu18XiBh9X6JjSb4QQuuWT49430FjkS39pZjXTNY0YreJsoz2iaoMyVSGqg4vhm8yp5FRSI576+Z8MoGCbzVvN7b8mM8C96T/Jycb42TtUQgdV0BjtWAwBwDKcusjlSHOHj7noRaAMDO7BxTZeEl+DT059e2X+oNMSdzJ0Nz/8w2LxDlEIRqMZK8Ez+CB8kb+CataWnaGOV6ZYl2+sxSyudMKZ8+JtzW0T81hN7e+WhAMBpOFJQPH9VOLLmz/x+5hL/duQT5oNRKhIu/0Q9eG7SbDlSayDYBvzwtI9vBpyZM4gYMO8pqj5UrYB42cIAFhMebi3i4daiIJNdDkOLNQcs6bFUdFHBHIa3OlDDX1x/2bZiV65huavtHsvprzSPloqL0aT6QozdLytVlck3N1kScg2D3+lpVEXQaA4jjuHURUwBBsv19QaCkLMKFO0ix/In6C33U6oV0yacFDcz9QU3SzU7+98sfLDptQ3L4KfNn8ZcVwz7oynhe+q9MFCSfZsVgeK1zDXZthnHQ8eo34jy1FzX1vv3vwOAZ8Txu2NE5xYQhAcjRU5OCYM5k7XqUZ54zBkLuIZHPvCpSNg8IeGG0ljbwReDckSwfVjvKithNeWqAzG8aSLlywD49hBu/JkN9gwacl/byZid4Eq8q/mVleLrmSG+ntm4uYCmM2jZWTUlFD2HWjs34Eb3dU7kT9TNho3a/5bVhhNegtP5U9zM3sJYl5RviIEhBl+Y/RRdbhbWLelnBub4jjPBWLy5fp4ShWqSr5R20lhi4W6gc9kRKJhKC6V1QcsJe4ZL6cX6jQK3e1vPW4pXhM9frjKeDXAt4UHW57so1GRNJ/VkCQW8cTGMUmRKFogil3RXxrYSalWALBBZ+Hv0rEn+z+Rswg4J4efvGcJ05ipGdZax3ipF+zqJxX/b8pjXY7kPMIJC8zdFWK5OjZbf3/E1mmFKwPOl8A89wAYxGs2eMljt56sTYcGNlXGIncqBQHk8wmbdoE0x+cnJHwfLQbn10aozpROcnhhiIjJLziySCGIcr7aa/6dQfqNuZ8bNYIm18uxpeuR25LbW/KjnfZfXK9soslVAjJWVP1Jw5ww8ezvJi1NrdVbv87/p/h8Y6y8jNTulBJ6YNrCadKluhuUrnrwZYcaO8vWni/QXFSd94eZS+MC4m3UJogFRX3FvYOu232MD1xrs8akJG9Ov/7IVAdTSOAA2uhlUUCRe+Oamq/dGsIjhzzZ/c40Nj5Q/ZH30yLMGN8yVbYWXlm04oUOqOfy05Kwm/Dj/wyf/a0wxUVGfvp++hzIDKo7wZw+qBLUb1hCD/+b638IObN5MfUyfm8UUk6fHf4Hu0RQlo8KlxM2VZM6vTv40R+/3kvHS3IiNMh6Z4bXC02T8JCCYsx6vBg6O0bwwSZTwbuI6VaPeKbXE4q+N/iXe7GlcHgYwbY9UbxPNq01wlroInNCY+plZ3pGJbR2/K9T2MnpKcZ+5zJrPTIXTAKl7zcr3sJRq4gir+v9er2W6/rVvCDOZTzCrwngfwA2SudZye1vFdEYxvRkMf45E7t8D7Y/wGgI9fvjZ/UHXCGVj48KPtO9ysZacnzNtrsc278Kj0XQKA9U+PjMbRrqiRp6egTH8QPhtc56iu/rbNsUkGtiUzAo9boaI2PS7XZyuDvNB4gb317RhPV08wbOls7ybvMp4dIY+N8tn88+1NB6fgG90vdVgyyNBhP/+k/8KS5r/DhPdS5x6+XJL1xBRzLz7afxqaMfj/dN8beRrjHobR/X8chy/GifSNY9fTuBXo0S6wmfH6Mwcru+T8XxWojM1zpWPk8rNkZfVfNpcrHUrrkR4MFgiW7AZWQrPOxOBkqPIlyyWTMGM+0x11X9e+ZjPRG+z52WOZO563Zazd3qwgrUrUEJ2+h8wmc4xnXAIjMv0TPydDUboY/iLO67LUEGRrof/e5S4GEG+8XliHdmls7q68vmvuo9vuJ8dBDxXXlx5Oo7bCSaaFNRqDp7WIqsCKS9FIohhGB4DdgplCcXAhzV9jxXQ7WaJBjav5Z+i1+uq0+OLGmUsMVfa+SW9BL1uKPp+1OnjbmyiVsQUns13bdLY4DdPeA4IuDd4j6HicMN7T+Uu8OmFF5scBfFsjgvn3tpWDc7s2ItUZsIlsdRzb3IlfW1TB9IvJ3CLKWJ9YT5VZXqQWN8MGAGO5/Fnlz7CCwJ6CvWD+PTSU3z+Xhcfu43aocuMZYXBgsLeJAKSXTTouW0RGKERyA659J50uHo/yfRChEzZ5MJE/Y/yxtEyN4cqOFZAZE3nMAHmM12oYGnDrkyg8M1+hPkN5ad2Q2rhtzH8+a0LrjZDhGHPwdqilPdyooenKjmiIhx3w/t71rIprnVcRfgbs7f5THEOAf7+4MWdj0uj2WeWzDzzVo4eb/MJVjyI8mr+CUpmlW4vHXYerLHShXCdHT1ZDaOrvgrw8LFaEHczUJysDnE9Xi/vJwTkjDLnKseaHpf0YMhqzbmQQIHXTeDFan9bhf9V9slNjymMHac0P8zAmR9RnBimUuqn98wHiAj/7IMfsFAsgThgBquK/sCvzv4Ms4tXuep9Y5Ozb0UVrCo/fjt8TKf6Pc5ecPj4rsXl8QQxx+BLn2TqUgsKMZ+7/RU+Hinx7GgS2w/fu3biDN9+6TWyC1/HUzOgFOV4F4KDIow+fnz+RSaHz5HI/TGWd41m8n8Z3yfj+3j4zITiuS2hxMVwp7Gr14mV3gTxQl3ubRZWJQKffm/rFdP3k72cqRXJpoOAE04YfZ6wI3U5qf/h4gP+4uIYBmFs95/3ntLOaofSkrPqKZ9bsTGeLZ0Fwgi+AiKWwUh/hNHp1ZmcIJiYDHiNydTJIMZxZ5A7scaoZCpIoFBM2XN0+a0lsgtCzs4xxHDD9huxUV4uNraJ2y1WokAqWeFzW/Shdtw0Dt2karUKckyAPpSCsuNwJW+GTQHW/e5Kc+O8EDnN0ibSU8O5WjrGZpaiCumcAiM8T18fjMQDFl2FU7TozVucm6r/UZ6diiHAbNqjr2CthHM9y+J/9zf+Lt3T/z9me8JCp3hQAlabFtw5+RyzI18ls/A1Tt7/Ggtdp5nuq89RSgQ+/9HCNIYIJuEikALMmvM4aszzXTOMxgZIXRccy7lDKCu+/sEnTTtYNcMEfm/sE467lU2Eq+GmIeQV/HezD0jMhH2t/zzZzZVYkv9vdpCZWrL+MadUG6viQSTR0hg0mk7AMTwqqlpXJKsUnBiM8Mn91WVlRzk4hseg22jPz1ZGuBubwFu3hJv2Q1u+YOZ5aM8z7G7drU2hSPuNvyFRUDCb1BzsFhWsBBJaJTE0TmJofOsd9wRpKd0hVQmDEMmqyfHZ6EpO61zvINFgkBduzvKtz/13eFaC7/VUuHjvHxJ1HaqRGN/63M/i2lEu3Hubo1MPmO25yFsv/hd15/+luUn++twUZSr8qflRQ5H1kirzR9aHtRGDX6spMd0xeib/a1aFEiGsrljGb8nv/XJxkX8yufWK3aghTBhh+sX/PHGNWq8Ffjs7wAMryj/uGcZXihGnvBJOm7OifD2zfU14zf7QWmRVQdEo4yoPu2pS/LiX9POz2JZiqMdecVYFuBa/z0vF5lEmxcZTMSWKI05v04KpbbPNZfOt8KsR/GrodVqJIlZi+8az1SiurPm/G56rlZ91srDSVUUpIZbZuqJM1c48kK9PpA3zgg0ylW5GMz8PSlFxJ1nrrN4fPo1v2oj1HMPz38BJnqOU/YW681RE+JcpFwV8Jb/At9PdnK6W+bWFaV4r5vhOKsnJWsrH7eAqrwdfWzk21/df4kVONYzZcu6Snf0/b/15EM6cf/HYU/zG4hTnnNUq4CerJU67ldo+Qk4JUSAl8MCKcjmW5N+m+3gvnmbBbPzJfCMzyEOrsSWhRtPJXIvf54i7qltqKMVI3zpn1fBYNPP0ellc5TFjLZAIYnT56Q3tkIHBkNNLoIS4bN0//mAQYj0b5FNuwLINl8CgPNuH+LuqT942Ry62pmAT8Q1OTzexRyIoqSlqK6NBZm9FMUfWPGPWRVb/ZfcR/l22n786/5C/shDjjWSGpyolevxwNc0j4Je9sJ3tfTXHfx39A1Dg28dY6v+7TcergjzdU/8ttLAiN2VF+H4iyxdLS5s+BZdqz75+gaQIRi2Ge8ytYshyN7X6M9yLJLVOdgfT8q9t2l6gZFTI+inE3SDqp8BV4Q1XVS6OcrkbmyDtJzhRHWqohFyrJmBhbujkHjRuIYOb69rx8V45hmF5GLaHW0hRye9DzyNj1eE1bKFnZPfFZnePf3nzHUQ4NfqdDd8OlGLWDqOSv9MTFl48tCPcjcb55cUZ/h+9Q7i1SHC0WCSzpso3MNMEVnfjOTdK4G+GUsxYEf6PffU5TKecMj9bmOfvzI2xgI8P3LVj/PdDZ3lo2tyMbh41rShTJ/FrDh2O4eIoj2R884lsoIS3Ux9TMRwWzDxRifDZ3LPEpL7AatKe5YwxTDKI78mq1m4pTQ4TODuT4fNKCRavP4mVKJI+dZv5K88Tc94hrWKgoIC554rUpr1OT1oJriVEvdZsTzHRz9vP/xa+ufEEIp0fo29h48hlyTQpmSb/qH+Y11NdfBhPcsap8Btzk3ymmOP/0n+c0Uh4fscbg6XlsVpN7TeA8pfFArfmvXiaXz96gZcq9cW3L5Xz/NrSNCNelQUlKzVwBcPijhnhX2cHeD+W4lIsRWmDOoRvpge1TnYHs62p4aQ9x+Axn+ix1Rtl/XebN0vkjRJj0WluxML8IwPFkNPXYNxuxcY5XRmuy4PaLvlInpydI+N2VnGLGa0SyS7gLGWZvfwS0a55ep66jGG7SKGfp82fQQzFA+Me82xvht8Sa6v5m1CMBizFPVKVdbqGgLFBGXwxeSScnQcbP9xSpe23sJ2ybP5R39EdCvmr2nRn54+Ku5E4/7fuo4xZUb6Un+RYNUfRMPlBPLPhmFo3rxpNZ1JVLvfi4xx7ZvX33FQdDmHOWsIxlgMRDo7hEvPr7XnFcHDVdjUBV1mMLFGwCqT2SM/UKydWmtW0SiS7gGF65O6epTLXTzQwUKZHvG+Gz0//JkpMQPgw+TrXc+/sybg3omoJl04W6CrVP8YjnsHp6WhD5Nu3Yix0naErd49sbpTJwdcazhlxCkSdrVvXVg2Dd5Nhcda1WIJ/3T3A17K9fC+ZXbmJTCdJ91KLdlIZLS+Hlg2THyTqNcx+EM/w29kB/l+TNxip5vFrkdU/yPTxT3tPN20Uo0R29dzQ7C+tq98qmLEXiI0UiB5ZXQZ/8kSMdHz1NCWzQtEsrxyzvCS/ZDX+AISAJXMDeaIWKVgFStYe5DTtEjPiEEnnCXyTxJFxui58AirAjFaJDd9hiXHiqotnu7+MsRfd5d0I5LogUIivKOfqr1GJBLx1tsB3nlyq+/fRsY0/S8stMzz5Fhdu/3HT9xPlGWx3B9+FUjvuOOVFTuLEX9nRsevH8OfJLmaN1n4SP5Z/yJCru99oDjHrVEEAjvdHGOrZOnhwNX5vg+1hMxZBeGjPMWnPttwFL2/nG5rEHDSRdJ7E0ASR7CLxwUm6LnyCYQZ0P/kh75v/jFH/EksyyWD8ZPsvLkA1CjXt2dLiuueEgoWUz92Bat2/e/0VJrvcFYdtLRdu/xGvXvrHjEy+1fBeqjTN09d/d0dDfS+R5nuprh3ZcTHSlNI/s6PrrlBbNfurRy/wLzP1LXllg+fLxUqOF0rbUwXSHBzbiqz6KqBSVkTKJmZt6cg2VcN9UDUc1k6TRAmjkYcMuvU3UaCEseg0/V43glAwytyIjzLiDDRN6D+MxHrmifXUV7Ary+WB/yF3/UskZYCg7msQbuTebVSA3i6VePhPFEFmkYUxm2TPatTD9CHmrH5xtm9wfipGxDOY6HIYWrQbZuZiGJTjvSxmT5Is1xvC4cm3iVbfI+rUd5jZc5SFqPZ02Or1qzxfXgRgwdz8nFEJ9mKKodHsK2ORaUqVbjI1e2OaCnPdfO1+dLIhYuoY7krK1woKqoZLyajwQfIG81YOU0y+lEsTDzo1d7U1UiOjpEZWlQqU6TMX3OGWc4WE6sJ2u+r2v7z0bdxsG4qx8pmw9qBrnvnRCD3HVtO5lECyuhqRVCjOT8YIFNwerNCXtzD9ehs+OvxZpvuexmuSCtC1dA/TPwBtcmUgRnvuD0cpXii1phhjixDRkdVDw7ac1SWzwM2PTC4U+8i88nDDSVTBKDc4OktWkYLROGuet/KUjAq2WHwv8z6e8vGUT59bL3t1UIiECfW1V8QHpjbdf7sUg1nWiusDFNx2zfYUVGNhhFXWLM8L9BQtXr6z6hGXLEXCC0eRqtR/7r4ZVm36ZpT57nMAJMv1jRqmBl/igydf5fNv/o9kC2NtGn+IGzlNYG1dUbxb1kpa/V73sQ2jBNHAX9HxKymTS4nmuVgaTadTVlVyH/WQ/uLM+lqaFZJBgqrh4q95sOeNEhORmYZ9l8wC45EZ5qwcgQrwCbgdHeOp8uktC0M3avIitf81P14hQUMd0JbE+mZQVnsk9kqyCEEZWA3GLLnTIAvtyRXybFjsgf569YK4Y/C5a5mmlziy1HyyXUoMUEqESjbRav3zeHLwJXLpQT7zbmsFq9uhmni17edsxlobXlUG7yQ2CHqJ8Oniavqdj24e0Ols7yde+y5LN7vw8xv3eRaEvFkvtFw0y1SMxmrGglliyp7DEBVKVtXSDRaapA00I+HH63pZL1M2K1RU82YCvmNTLbYuNZS7fb72X0K0exc6n60SmHWafbsjdFir47341dVznp+M16r/w/+VLHCM5SNU3YPhm698nmKiudbtMq+99zq26+xJIqdvHyUwu9p/4nX86vz9lvaLSMDFSnh/Vg2DG7Hdt3bVaA4CAe7Nlbl5QzbsEjVvLeGvl4dTsGgW1uhir26/GXtA2o+vvL4Xm2S8iWO7jIvHg8hDIm6CnmqjczEemdkwXay4kGFpanMZwWZEs4sYZhuUZzYiUOC1Sy1AgWfjPuzDya+eM7Thq/baMZbz91WDDd+KWLXMq+9/v03jbcSNbq5n2y7+4uIYiVpNhasU1zZo1KKApytLK6+vxLNcjjfr5avpFLb9a7oev89dmeC1oklaKbqSjYuht+PNlz9uxcZIBo2Cu3djE4w4Aww7/czaS/gq4N3UJzxfPL/h8pGjPK7G7/HM7PPE/cZzLlh5CmaJmNfoVDvlOIW5bmKp1vIrA7+9C76FSrXWbo5wLcfwIVjzVXg2uDaYrUmVNFCNhhHVFRT5BynG3xiEvnASYa7rKR0oyNsQqTb6m45lb1klaXvuoU9Wj8mqcMkvLo7zDwbTXKjmmTMjzNpamkrzCKLgSuwuxh24MmvRl7VwvPrfsb+BnOB4tLkD6ikfZ02KgK8CPkzc5E60+XMhUAFLZhFUKHvV+L5snPcqBsEmmtR7xbXxSXLlNW1ObQfsKri155WYoQ22d1iTIUApCSvyWIrqfIy73xyhfDGUSTGDehnDkgUJD6I78MEVYHvNgzuHiWiwasPjgc9P5Sa5FO/mP56/x98ffGJFbWY9Pgb+dsPzmn1l285q0axQpMKfvgeWCWePxig7rTkp81aOctAkumqUeTv1Sd22quHyVurjzU+oaOqobhdZjmIaAbLeMZW12rAK8U0Cb/vOqzICVE1O6t3b9/CCmkVRAokiFNbN6ioJiDjh+9uJVgpQSIfR2XXMz8aYi2xskPI2ZB2wW/g6L95qrcXhYcGUAKM2gfBQK61Tr0cbo6Yvl+ZxlYGPoqL2XrJGo9lrggCmFz2mF3e/NC5KKK+baHuGz4LR2mrZdlAAgUHgmXilJMXxY0R75oj11jvSgRuhMreaSlSeHSAxNI4yt/57/Uqc4sQI6ZO3a3Y8oFQWVGCvPEDFCPCNdZbAiYFfqtnwbdrxwAjt+LqDzK4qt8abP/MEWIzAQKW1S52/8zGW3/5ugweFEsFaswJgAF2+S860+WGqD39NwOXZ8iLZg8jP1eyYXa1TeD5ce1DZescaruHhGs370M/ZS0237wURU+Ev9VAcDy9QengUZQTYqRyFsRMN+8ua5Zzpdz6zIra/HRIDk0SyiwD0VBSnzVDr08dllBuNDk81BrODYHmQKEC0BQskQD4bRmab0PXcHFdHN3fuZ+IwUAZriz9xZPJeR0g3KX8J09u+XNZ6XinOc64aPkx/lOzla9mNpbR+mOzjrUSYnyYqdG41Gs3eEzVXY4m2aRAxFaVbT1O+8xSIQnyL4sQIav0Sv6i6QISz2M3UG19o7RlTO7Y4fiwMkPQ/ZGD6y/x8fE0Ob/CQN9QfUWJNHqhrw9wAGAFk58Fu0TH0DVjqptngynEXCmFwZTbt4awx1L5vIb7JUgSyjjDR7bC8gFY1Jjg29sOVfR8OPMvRhw8wg/rPqWfxdmtj7ECOOSW+kF+dpHwY7+J3u45RMi1eTw/W7auAHyX7Vl7f1x0IO55tO6sJP0ZELJQdYGW2v2xQKPtbRmKVgt601dRXONYf4eSRcGl/dNrh0s0SwQans1IuVk5hGYqYuXoyy1C408dYmK7vN12Z3Sr3Se24a0lx4jjFidBBHeZZhmurRYH4ZGNvcqX4IwJZW3GrQk9o+d+KAyqhA7v+sxGgkIFygvVvCkIl4jM5vrqUfelkAXNNMUPPfIJY1aZqwlgqYK571ehm5r7FV7771vKoGJhL0Ddfrw2rJODU6HdIFXfvOG4H05vGdm7t+jzWmkaunlKbJts7hsnhXzDTaACBjJ/ETrsYke2tH4vAXM7bcmUhETVIxhqXWJWCVy4kidqKO5NVPrxTZoO0WdJRk67AwlKg1v82AwtZO3QxkS1XvxTib09FZHn/0uQICoisGUaveZLXur/KdyZ/Z03KQs12+0Zol1URrM11aEXAqaQIDBOi9fvOdpcpLVmIGZ7/fn999Lp7KUo2H6UShVkRbg+X8c3lsVzjuavXsFwDy1dE3bfoytUHmo4+fI9odR9qMtah/ALxwrd3fR4DwVpzN/4w2UepScdBgA8S3XygC2MPFdv2vF4cyXI6k8aIe8RGilsfsI6HCy7z+c1nmKahOHs0imFsPu3tz1p0pUwu3yk3Xb5KZwO6HZNOlm83lMnF1Ge4u/QJeXe9oZBQYy+fDSOrEQdUEDqr6/cUhW97zPYX15dCIApyKQeWZUwUFOL1e3mUsbzmObLx0iLx0iI9SzGijolisWEfy69w4fYfcwDpY40oG9lG7aApAZ8rtN6YIRb4vFya54fJPt3x5IBQvs/5y+8e9DAOPUrBV87303uiipnc3pKwHwi3JqoEG0ULavRmLAa6Gh1DEcH1Qtfu+TMJUnGTy3dK5EqNTnNgBAR4K5NEhcLG3FYR0V6TsNYX6EiYyxqvTfwDk7DuvBEhNM+zEYulVJVgg+LgzVjIVlnIbl7nEPEMhqdSWEGjUxp18pjB6tK4IQEq8BBjr9vK+hje7hVwvlDYuIivARF+dWGUS4lurkXTO9b51rSPl7/7pwzf3zjwtO27MDJYIjGy8yrKwW6bwe7WZ7TNKlRvTVRx3NXtI32Rps7qvYUS8+ZqUr+B4pzf2PZ1J+y5kYxUIF4KK55gw5wnIdSWy8VM5tI+gr+jH14xsfWDqhT3GJlK1RzWza+RLkxgu0Vce3MVAUR4qbRAn19vZK2qEAvCClK32kM1N9nsaN62GvOOyskvb0vqyhDhXK26f22+6kbYEvCbs7e5G0kyrpePDgRDAo6M3T3oYTwSxE7mMBPbz8M3DcWFka0LD0VCpQHPhxvjlRVdUBF4/3apzpZ7fnPH9xv2h3U2x8LkOe9E04KsVslInOGgUX2gbbY9WYBkfstYSVUplmyTedts2mmpnZRiHuNHCjWHdfPPrnvhNhdv/RFXz/2FjbXBREgEPp8rzjT8mYZXIFGz4aVikaDa3IZ/FFFtWam6WMmvjGGraL8CPl2c5bOFGf7WsRfxO2jS87hy6tplumc3Xpnd6ynTjilVfHKlANcT3r5eJFh2WgUWCv6GS/9ruWI9qN8g8LH5YNfG6El/hO5g1QlTKHol3V5d2HgRYluoAXgWecMib5m4gdpy91aoRD026LaKaweMHSkwMpUi5mx+6/Qu3OD5K/+CD576T3AjzTsc9LsV/vOZm5yuFklIs4jDF2qDAip3Gt4VhMnIt1lvAr9UnOe8e5N/nx3acHwzVpR5K0ok8DlXLawk5ntK8aNk74bHLfOjZB/T1qOtEBBVHgOR1WrmWTdJOWhPAwbNo42IMJfz8XzhwYzDvYdVgiC03TvBW6dI4OLzpn1zV2OMiEVK6n/DZ/xBjgRdAGQkQZyNJRo3R8Bskq7VZDcniFAy7bbYb98IcDZL51Bh0GGyv8ixh5tL7hkEnBr9NoLixpmfI1jfKEWEr+Qf8vNLEwy75Q3+1JoNX1wCmtSlAP8oa3Jl3XpgKvAYqmzdYGY0kqCiTM5UC8TXtAF/YCd4O7l1Y6EFM4I8Bo5qzHDpt1dXwj0xmHQaC/g6mY5wVqtusJKr9OGdEsVKwGLBb0tlah0KFtT2UxfW8wPjWv1pBU4GA5gYmGLwgneKBJGdz/ptQcVjYNQbBxEPHBeKNSPjRMkEJpvHAVtHEPJJl2CLArJgfdUrYASKbD4aphsQys0Mzl7h+Y//Be8//Rt4dn1hV9p3+a8eXuO0s7vvw/TnG35vWd/lc8VZPlfceGn/TiTJaCRBIvB5pTS/coo3kn1UjM2jTBVl8vXMkQ1lUB4VhqI5fn3ovZXXd8vdLHox/nz+PKVgpw9xzaOI6wl+IORKPlfulUHg3kOnQQark3CUx7yql5aaN1ZfDwRZzvlHuOAPb381zvAhHqDM+om6eBXAAycadhgE0pU46TY5Da7lU4xt/dxcL10IkCzZRBwTv1ac5huCQcCZ+98gMG1unPm5uv0/W5zlN+buEpWdr7QCxPN/hjLqJzHnK3n+i4mPtjz2/XgXecPi08U57DXx1JxpUdiiC2HRsPiDrpHHohnAsegiv3bkg5XX1cDkanGA8WqGt/PHD25g22DfndXlZf2KK9waDxO8r9yrUKyEN6u3s4n3gSIK7pq17iICt8wpXvBO8ZwfKgtsN5JrZS6SfOavr78K5Vu/hzPzRk1suv0/MIUiU9yZE6JQDM4mGJgLl8VLMY/FTAXPuEnP4k2m+5+t2z8a+JzYpaO6G047xaaO8p1oEm8LvT3XMLgb3W0/3MPHqfgCgcDri2doklaoeYwQEYIAro1VCALh9mSV2SUPEfAfkXtj2lhiRuXIqwrn/CG6ZYuUprUEJjP2V5kf+iwxw+SZTJagNE3pw39CwGgYcJD2T3Ztz6SrsDNd8IhrcGpsNfQx11VhKV3FsQN8o/G5cNIp7tpRbYrAeTna0q4v1Npjr+e3expVfdZdgr839PSWtv5RJWr4PJ+exFKBdlbXU64GLBQ87kxWGZ91a7PwR8SqrUWBT8D71l3umzP8tPMCke1+zMpAmavLU+K7VG5+Def+eyCduwyrUCuqXqmyTaJigVK49pGDHdg2GHIrHHVKTOhcVI2mgaWiT7Hi88HtMrmSz+IOl/UPC6KEy9Z9uoLk9pxVFHeKVc7HsgjC793+mB+f/BOs8hLQmZ2S1tpvgP6FOOmizVRfhamBF/d1HC/J6V2d45hT4qEVY9HaIPiiFI5qb7Mfzd6yZ86qiFBxhHI14NKtEvmyz8OFR0eAeCt8FVCgdQ3aZogI/sItKne/jTdzpU0j2z8MUYxMwbNXL/HdT//UQQ+nJX42N8nLpXneTPbyr7qP46xJCYgEPiedEsnA4/14l64g1TzyBIFQcYWZRZcb42H0dKn4aDuo6zFEYe0gpUsQ3l6cI+ss8sqDf4flLrZ/cHtMzLE4PpnGalv77/3ht2ZvczP6kNdTA/x55sjKUr8pAf1elV9eeMDvdx1jIrL7pkKa/aGtzuryEv/dKYelos+Hd8JKz1aKoR5FnvdOYrP57G3Tj0YCSld+m6DUuqzSYaFsWNyIpXmi0v6uNrtl0Kvy80sT9HtVvpUe5MN4F7YE/NbMLT5dnKNgWvxnx17SM3PNI8myHV8s+Fwbq3Dlbqh/+rja8V5JczLYWIN7o1awAkwvjPHKwz+j+xA6qlshtQbbnTplP1ctcLpaYNCr8O30IGN2nF9eeMBfWBzHQsj4Lv+HoacOepiaFtm2s7pU9BGROmHmihMwu+QxOuNw/6FDseIfytzTdmKJSUpiW+ar3u7NMJgvNWwPl/7/mKC8/yLN7cQ3TBYzjVWZRdPicqyrI51VCFv1faY4x3OlRZYsGyUw6FUwgEgQMORWuB/dzrKgRtN5CPDezRJffi6NiDA171Go+Lx7o4TrCaXqI5iqtR0EuoLkpgVWAvwLHP7Suu2vRDyenflzku7uNUQPkstPvEw+2Zi68KeZIX4895CuoHPblprALyxN8PnCDGXDpN+trhRidfkuGd8hZ+pi0cPAtp3VK/fKPHUyTtSCXCk0asWKz9RjtMTfChmJczzo2/B9Tylu9GeZScWYzMSpjJqw/JsPXCq3/oTqve/sz2D3kEo0xpULLzR970epXn46N0km6Nx7Jyk+Sddv2PZj+Yf8s+ju8qo0mk5gdNrh6+8uIcCDaeeRKZBqF0/7xzZ8r2Sb3OjLklIBH9z+el2U1Xp4qTPkdnZJJRonMBtXkXKmRd60OtpZXabbd+n268d52inyRCXHW8mNn9OazmHbv6WqK3zjvRzZpMmNscpjuzS0G3wFV4a6eZiKg1Jhbuqabl3e/C28+d23EO0ENtOwG7cTVHdZjdmpS1CPAotejO8unkIhvJQeJ264j4Um4eNGuRpwd0o3EN4uZcvk/aO9FKI2GaWYCuYOekhtx7EjjA2dbPqej+J3u4/zd6av7+oaCkVH5xM8EqgVX01xOMstdjTxm5x3mZzv/NnUQbJZ5WguGmEmGT+cd8w2efOlL+Fv0J+5Hfxc8Ar/d/PP9uz8jzOLXoJvL5wFhHdyxzBVwJn4HO4eSO5oNJ1IkmjTugMBplNxCrFHewm5ake5P7zBCpJSDa29d8JPBy/yvnkHry1n0zTjXqWb/+vYZ1EIX+6+Q9xw6bUb0w87mUdhlaIjuegfo2TbzKZiHFso1NWSjnUlCYxH31EFUHaS7AaVpKawq9a3CtXQgWY/KCmT76Y3Lrh49FDk/PBzfjevJb00jw/H/D6iRoqKUkS9+qaco92rAQnxXfAfvei0IQHZSpUgWi+ZWDQEr01z1hQxDiKs6jxG8lWumCx4oe3+/ZlnAOizC0TU4ZkgaGd1j7jXkybfM4gAXeUq2cpqJFpB2Bi7Fln1F+8iByiQv5f83HwcK9q8rZ9CyDTppNLpKAzOlro4WdqZobsd9xiN+hu2tdVoNJ1BLhbhRwODiILP35nCktW8t/5Chfs9oRPnLdzCm9vdcngnkigX+a03LhE797N12y8nXeatgDNu5+p+b8X1aIbL8S6aNGTcEoFDb79n3cPV2EY7q3vETDJGtOaM5qM2mYq7Mnc8PZdjMh1f0X7zFu8i7qPprCrA3GjWLIcz4dkW+NJiDNnhrPwzeeFOzONSyuGh7bNgH87PQaN51FmK2Zi2iRkEFKPWStBBAf3FCvd7ahPxQ2rLtkIBhkiDDX+h1ukw3cFNarbieNXib4/trFn5g6jPW5kqd6O+zrXdJ7Szug886EoxvLSaH6KLVPYOJYqkRA96GJsSDxRPlWyeKtlM2z4fJVw+SLkUzYCqTgfVaDoO3zCYyCTJVhaBMLLmmPrHepixBLp22Oygq2RwrmwxGg2VbL6XrTIR9bX93kO0s7orlu9MYTN5/4plkovZK7PyO73plaiqpr2kiPFj8uxBD6NlBlyTH1sy+PJSlFtxj8mIz9sphyVLDv0yk0ZzOFC1f9vL37vdu7OonGZzzssQCTo74AAQE8X5ShhZPlexuB73eBjxeSvtUDAFH3TUtY1oZ3UHKGURi4+Q7XoOQ0UolUdZnH+HjYydY5nko3Zd3urjoASwFVEKKNrfPeKwfbKq1jrifNnmfNnm5XyE91Muo1GPW3FPz9Y1mj0iGh0kmT5PLHqEpaUPKBZutnzsYz+ZFCEqubaf9jRHDoWzuhaF4mLZ5kLZ4uV8hLIhfKuryvWEq+13m9DO6jaJx4+Rzj5NJNK/0sUrlTpHbvFDgqBywKM7WATBN6XlPtJpmcKiUQJNEGbIERCgUPSTwdhBb+5W8Yjgs5p7ZeJhUd2z621FMjD4XC6KEGEs4vNmxuFm3KNoPpp5cRrNfmOYcbp7XiMWG8QwQscolb64qbPqGopAsaOCnMOAIBTjHgvZCkdmkthb2nEhy9i+jO2woFAkA0UygL80G2csEiFvCd/oqjBnB/iP+wRnF2hntUViYvOMf4KZ7pfw7Z3LJZUtk6VHVJuvHPWY6i8xNJMkXt35reUS8A/Mf0eeMhEi/O3gvyUtFt3cB2CR43gq/A7eUZfqjg2wKDBAlkUASvRQUpt3KCnRQ4XVdoIRCqSYASAmS6SYwtgkzWOvUCiOORYjsyYTEZ87MZ+Pki6TEZ9DKKKg0Rw4SuCiP4xkLlKID9e1Dd+KyUyCU/N50o7HQjyC06Sr02FnurdENeIzn60wOL87mbrvqI+YU3lOyhFelLMogpVVL0Gt1G7462yrT4AgK63KwyS7rYMVa58LllToYhSgdqWDs9/iCBdLKS6lXN5KV5m2A7zlzBNNy2hntQVi8RE+WxzihJfh+1i7WriuWibF6OGtoNwQZeL19VGN3qBq+7tyVufV6TDSqcoEolhQJ6iQYp5QnDp8z0AQrqjpumMFk0n1HLM14xZgImp7Y3FIM09Y5avwSTDCMXlnx3/PblEohh2LYcfilXyE6wmXa3GPezGPnPWIhnk0mjZj2908U+nlOe8YtyRLcRepWJ5xENPXvUeWnahdOlIOcX5k3GdUjfGM9JMNvkyGCeKyCMCSGl4JEHzT+Md4a56q31Uf85L6Mt3SBUBVpVlk45a3yyw/F0IC5jgDgE2JXrlDiukDc1oV8HIhwtNFG9cQXs9W+Tjhktf2u2W0s9qAwrIzgCKVOkck0kvc7iFTXQRn50vDVdNEgJTj0leoMJvafzH7vUSZEeyjL8P8jV2fK8BsVExQBn6LeUyBMvFpT/RalElZuinQvxJtPUhioniuGOG5YoRp26doCNMRnzfTDkVTdKqARlPDNJMowyZid5NKX8A2kzw5msNsQ6ek/mKFqO9T0ooATSnTg0PYNCHAwFdRFjjFQhMnuEy9/JODx5R6grI6svMBrHle+ESZ5FlOyg+IUN75OdtATBQxX/Hz83FezUcomsI3uyqUDaFgCiVtvzdEO6s1lGlhWSlSySdIps6y/OtRShFxPSLe7gzcvZ40JxYLOIZB2X70lo/swWfJJJ4kstQNPFqdXAJl4XWgHNaAG95HJ6smr+bD/NZLKZf3Uw6+QqcKaB451Aatm8X36vaxrAx9vV/CtELhc6UUSgRoT0HQfCL6yKUBWN3n6O/tYTx/sO2rDSzavUYeYLGgTjIoV9t63t0w6JqIK/zmVOjUj0Z9JiI+76QdZuxA2+91PPrOqlIkjp1CbWJYlGWRffpFVMlEXWu8Qyq2RSliknQai4FqZyAS7aNS3jrZ3HlE0wDM7tNEYiexzAwwe9DDeaxYzu065lgMzZv8xGKUa3GP99IOliiWzICZyOFpq6fRNCM6eJS+z3y5wZaL67J05RISBBh2hOzTL0DVRN1gW/Nmw4hgWRk8b2uHNhe18UwjVC/sNVDu4Y+wmplhujJPHbiz+iw/Q5r+9p5Uqc3UJQ8MtcYpP1G1OFG1eKEQ4eOky92YR9kQrsU9nd/KY+Cspi88TfcLn0IZWxsTiQg8Jcgtl+0UgytlkEye3tRZFRXmq65gAVkDNWyiqiY8ep36WiZAEWBj7SAim6aPWe61f1DrWFAnycgERhuWEPcSC4UVKF4sRrhYtjBEUTaEvBXwg0yVWTtg2g607I6mKRFLkYzbFCpr+t4DVSkzkGg+WfcDi2K1tWIc368QBPVLsaaVRgJ3SzWV5IkzWIlk4xvRGL2vfbF+WxzkYoDcXo24ImwqGWhZKaKxIbzCBs6qraimLdJzHspW0GegRkxIKnhMeszvBSl6wwekCr1Ji8ieqL/4RAgwOt6Gx0TxUiHCS4UIjhIeRH3+5UCRaKDImfLYOq67clbjEcXzZ9PcnjmL66/mCNqmw4XBG80/VIH5Ug8Ti0dbukYQuCwtXmLttMiys6TTT1CpTFAqj+FRxRADk0aDEUmnW3JUAZSlkC5QT9qQq5+GqUUDCoBZ+7ee9ZdYt58/YHE/muXoWAF1xoKEgowKq1Gjj8bdF8ogb98QeMTJc4Re7gDg47L8fZvYdbPPtSgUr8gvc1e9u9Mht4xLnMNmJRJBeFPGfEW3b/BXZsJsvQ9SLj/IVFm0AhxdlaqpoYAvPJtCzKe5MX1upYOoJ8IN733+wxenmh71yeST3J090dI1ckuXyS19ULetp/c1lG3jDeT4eOLfc2Qq3fCbNxMpYgPbzGFMK9Tzq6tYRkAYFHBB9Rqo042PP+Wp0M4vv84aob0GSCjunuyh708mYMBAXbC2pSawGYGSlSecIWxo8wRZWR7ebL+dMlv4UVvPh4DF5iuJL8lX+VD9Sc3u7x05jtLLbaJrv+AOJyKKkxWTn52PM1I1uRfzGIv4fJx0cR+zVK9dOauvPZHCjl8gWnyC6JofTdwu8eSJB00nsX5g8PqN10il4y1dw/fLLC19ALJaLWiZSVLpCyRTZ8mn3+VP83+fi0sXOb90vu7YrqTJxWOxbSnBKaXCmfL6CXw0nJQbz0ZQqSZGbtSCWmG6lc5gvZBBpdYU+RigriuIgBrawSxcKSLPvIz4Ae7H74WbYgnsJ59j5s4PCXyHzOBFEtmRDU/hlBeYf/Aeye4TpPvPrWwXR2ChuZPpznyCVJdaGuJs7geUnDGy7E7y5D31B5RruWWvyC8RJbWr87UDwaBMF0nmDnooO0ahMIGXalWpjhJ+r7/E7Xj7GzNoDh/9XRbH+iJ8MN4DqBX7bQDDsURTx6xQSTKVG9yd09ZvEHtqGMxhFsv/hiNT6YZdzFgMK9O1rdM2jmlNACKtmtvhB2uOMQyixwbr91sTFN7J36xiCewnnsP56B3wwqiv0TfIaNckZS+0s+e6vkDMzDY93g0q3Fz8JiLCyfQrZCKrDrwUAijWB1nELeE+/LC1wQnkyte2/Tc1Y1FNUGYJmxivyq+05ZyPKyZhpBXCPNeXEH5mPs5HSSdsHhN7POz3jp3Vvq5eujJdzBQSrA/NBGJQ8WLE7cZlnXtzJ6i6uyxWsYAuhXEiBk4E97qLrxq/sMAw8cw2F8aYYQS2AWN1W7RvELurubFplfhP/TL2qXNrtijMI8MEC7Ms1ZxVI5Ml/vN/henf+x5etUTitZdIXvwPNjynN/UxD//sDU6+8imST/3cynbxBLnrhQ7rupV4vziNeBX8pVGqo98jKExueP5APHaSGBRGLVf/e57+lVvKJLJplOFd9fvbvt5OEGWyyHHissC8OtWS7l8nExVFVBS/MpPgD3vLzFsBUxGdHvC4Yphxkl1f4Z1Rs2FJ31SKpzLNW4vOFXuouK0FHjYiP/sRcfM4Sil8w6dqVon5B6+WokyLxPFTLe1rHT+DdfIc3r01TQUMg9Sv/U2M5Brn24pgdvfiXr+M1JxV68RZlOkQzC0CEPvyz5HsbX7danGe4N98C8OMkfjiz5E88uTKe1INgw4yVXsWeoIUHfxCGBGv3v0W3vwNxNnbyKIAo9xnSU1hSxxrC2WWPDPIPiWUzqnTHJXLCPXPncOEhcISeLUQ5cmSzZIV8E7a5d2U80jb7x07q1bic7w72tX0vaoXY2xhmHMDtxveq7ixXT/oXX8R72iOSLoP5jfer2wkmLRHDuUqp9nbjzV8sv3njSQZOPulum3KUqhzdjgzL4RGQxYCWAwwMwMAWNnj2EMv4k5fonLn60gpB9Ke3J95dZqEhBHLAANPtT7ByDG99U5tIs8ReriLR/yRaZebDAx+dSaJh/BR0uW72Sp5K6DS4ekBp69+SLRysDI0jxIRywSVolA18IM2lTIsByS7DFR3aPPVXQPWLdR4xVXnqWgVeZAscS53jsOEsiMoe73dUlhHRjAy3XVbZRcSiMuYdgzTrne2VFTBERN1JPzgpSKoRQujpk9tHT2BN30Ht/QO1Y/eAWddMGmjx7JB+F0GbBiLyDNIgllMfASTeXWy5b/lkvpDAuVtveNuUYqi9FEmS4wl5tTpvb/mHpMKDFKOwcCcSYDwccLFMQ5feoDheRjB5v7EjqySbXfXWtQt37l78Mks53R6Jmq8/jfil0t4xQKRns07Ex1WjGw3Rvfe/G1eNcf4lT/ixEu/2vCeShmsrLgPGKsfuoA88DH8FLHnv0Qs8Tly/5//E/74vdVjs0Z4/DopUtVlwBEDZgLWd1OoqCyBhIa1rLpW/ruTmVHnD7QV615hoXi+aPNUyaaqhO92Vfkg6VJe7i3ZYcavf/IBlre3OW6PE1942uD4wHd4mB/kgwfP7+5kBmFO57AFEUCBWl55mumwG2mbVBMWxUxjDqZ39zrurU/qtlkjJ6HBgW0PTmkepzgLG0RgAVQsdF5X6DewuYDNOSLPf4r8//sf1u8/aICrGlbX1JCJejUCDwOkVHMofEKbXjMPFZUlLgs0GPkOw1cxlhgmJu2RMOsUbBS/OBfnZ+fjfJh0uJRyeRCtfReH4Cd37sp79E1tnrC5A2dVcX4kznOn38XxI7x995VGAfedklKo4yZEFNgKFVVIxYMP6PTfQFsxB45iHdk493S3BP7WD3ll1H+n6tTaW8VsKFpT/SakDLi17kSDtQKFo9JQe1WcH8K//zFkFaVTwwRXPkEZKozCLKtfxVSozNDiKlGGgbYXHaygFL5EDqQLyn6gUEQkTOr/2fkYn8pFKJjCN7srjEV8vMOd+aDZgKEem5E+G8v0MZukU22LpEIdNUNntcXVByvVPMWg3YxcyxEph39fvOCRWHIoZbfXPKScscn1NTqgEgQNK032+acx4rvL319PtTC9YwkmZS5/HybKbvJ3K9V8xUjVjj1q1rLeQQKBYZOFxfMM3PkIjtos2Ofpv3clrM8YtmAyPJakghI7qb3dE/IMMUB7cnM7CROFuSY9IG8Kb6cdridcljq8U5YR+Biy+Ri37axGI1GeOhEjE89TcaPhzbibz0EBCRVKgPQaDU5SM+yu7n2Nqqbmq2Tmwmia7QRUfUHMQzBdWYOIMH3rdQAWxt9nuPQLRBLdmx+0nfMjBF7ziKNSKoyUrycBTCrUiAVJI7wXDMBe3VcdNVG2hYz7YfHAFvfaC/ILmFtUn+6Gqso8gnHVRhSKfs+k34O/PpXkatxjyQr4TleVkiEHnht168kXuPDh26TyrRX/aTYmkzkHahHHA28nKQAmYIE6ZoVyTs1y+je7/hPPtq2qfjMiZY/lhYJjV3PYFZ+PfmwXXZIOgImPv4bI3kRuFic+xEm0VkCqDAUphVeupSJEFF50TZ5xzRdWJqinbVTOQiYDWAo2d1pFYe9xA5YAiyn1TMsdEQ8jqcAgFcAvzseZykeYjPiUDeH1DrHfO2HblimTfY6FsrBU6cXzrd05qlmFGjRDA9eCk7qMGU9iJfevQjxa8okWQwPxyh+P8+FXjjA3srMZ8/zQwSV152fCsGd5cRzfLQHtc1Z9p8TYjX+L6SmibuvL+W4siRdb/SxLXX2g7tbto/rDiQyzAVIQWAwgo+DhYxRuP0AUiifLNoLwUiHC92uyV++n3PDnfwCGb3r4BG/85Ff5id//54dhlauDUeTdi3z7Wry2Qra9T1MlDdTzkdA5MXZWIb9fLA3E8CyF6QmLgzFmj23fhkeLHrGix/TJNXIx0ra1xQOlvDSOb5dQAcQrrbsGrdgA1WNClwE5QebXeKvTft2qaZJuXuAXtjXu7SLKJMfwnl6jkzjimhxxzVX7na3Z72RthbUDbt75gSGKqQyJjTSO2YGz6gcRrk3tPDFZxRUMm2F+jK1CceUOZ3EwxoMns6QWqtx+sYd8785nZNOn6p3s5KKDyrl1HYuN3oEdn38z0n1nsGNpuoaeJZpq7zWUYRJN9hEsVYhXW7+tqskMTiINteTqfN8wLL3T5PwKBkzUQE1qy4YbkR+w8GC8bX+DZnOW0wR+fCmGj/DZXJRvdlXIW8JYxN9fo6cUdy88w/VnX+HC5Xc6wd4eShTCqyffwY7EufHwPIul1iewAYpSVyos7GkB8f26Yqr9ZvZYgrf+wggqACdu4sa2nyMfz7skltw6R3f4ep5j70d5N3ac6cpouNGyMbI97Rr6ComuEdxqqABgRRslvnZDJNGDYfmoikOq1PrqlBdNkBs8TmIhLHZdGD5DYDXaZWUo6FJhHQPhal81XaJ8o351xHj0exUdCApFVOArizE8hM8tRflGd4W8KYzvt/1ex8ORU/yb3/y7fObP/2DDfbZ9V1imS8QKF0I939pWUUxFxZg9dhRjg/7OnYpvG1z/9O7TDnzLIFiX92dVA0x3zUxTKWKf/vFdX2s9SinOff4/b/t5lzGtGBe+/HcofvImjP/pjs4RGAa00MBBRcJfVTVSwFe6yOYgMFEccU1+bSZJVQlXEy7f7qpSNoSSsT9dVpxYnFJ6dxJxGkhEi2QSFT516m2+c+1LVLwWNbAxeRBpTdoJwK+UKd65sek+SgysvSq0VGrbOarrEUPhxoy6+3txMEb1uEf+2qo0jZHOEnnuU7u6VjOOv/iX237OZXpPvEb6+fOUXv8TlIy2fJwYBr61+rn6kRjSQoRdKcVs5B4P1OUdjVezc6ya/f6Pp5NU1tnv8j7Z7/XkuvvIZ3s3fH/bXuNTQ59wdjhcpv3gwfNM5VrP+fGUTdFo3/K9iNCRDX83YPJMquEmWByIUunZjgGtJcFvkYy8l3gPJwjyiw3b45khrKPPkmdnzmqpZ5CFRISHD25uvfNG9BgQN8MUgX1QQ9GEmq3PFW2eLtoUTeGNTJUZO+D6PvS0HpgY1VHVXTArSdxa0cxCsXtnOattJOWlOJHfm5WldrDUH+XNv3AMWTOnLnZHWOj3KfvbiRqv3rWlhVGc5GLbxrgbukdexLbfw+HBjo73rQiVVHZb7crrMBVqwAyTXed82LwDr6YNxCRUgnmmGBZlvZGt8nbKwTsA+cIf/cQvbvjetup7lbKxrBimEeAHJo6/d4UsrSHcmPv+AY9hGxiN1ZZSLlL50bdaP0V3L5EXP7PyeuLjP8bbY5Hn9fgT9wkWNxG4bRWlcOOrk5dqIoNtxsnGhnZ+yn4TddIM8+iGTcjWOpJp9hSFwkKR9Q1+eiHOX5pJ8L94mORM2WLA0TICncqnTiqytbqY2UIfXnCwNv3TI7+2J33h24XlBGSn6z0oESGYbdaKdgPsCLEv/NTKy8LMLZzS/nbG87cz3m3gRaJUMhtHx7ZCWaBOmhinLNQzEdSpmg1Paxu+lyzb727f4GfmY/ytiRS//jDJmbLJmbJJdJ+UHAJz41WVbU2j7Ug3sdgQMEGukma+uPObsh0oZfD5E3+dM92vYVydhMXOrgzuHStRzNpU0mseCEGAlFp3NpVpYcTD5P7oy1/Ard4/0CjrZhj9Q1gnzm68g1IsDp+p7WywdPQ05eosE7kru7quUgpiq3Jb4gjkwl+bjPrgrfm8XA5TcP7QEBPF6YrF6YrFghkwEfW5nHS5FXOpdL6c7mNDJhJg1XzDoewk9+eP4/q7WyrfDQm7e33PgI4iteDw7Lcf8oNfOU6wrHogQuXN77R8DqXUalcryybywosw/s09GO3GtBogUfEEkWde3vg8mR6mzz4LQDnby8yZZxHA8Yu7HqOKKhi2UMMg/mpLcJn0obzOaDtNTqDZEQpFr2fS68HZSgpBuBPzeTNdZSzqUzDlQJoObMtZjdtl0rE8sBwdFg4kuWENqUgPp2PPMz7WLBeqg2ZjIsTzLk7cbNvKhjl0DKbvt+ls7cdIpjC3WWRgGDbn+76ACFyb/XZbqotVREGfiYigetZFbaYDpCKh8ZvrECHAR4xu36C7ZPBEyWIsGuFa3ONG3GUyEnTUT/Rxw7YUQz2rE+dUrIBp+LgdKLJxti9gwLnFvchpRB3QbEcE1e6JrWFgDg5Dp9aJWjZm/8YrXV40jheN1/47gRdNEAQerl/l1eG/zGT+alt+4soMbTgQKsOs/R4EmPARn1AppqCjD+1EoThTsThVMRHgrbTDghXwVsYJhRz2yYZvy1nNJEN9VYCuxCL96RlmOiC/SKBpdPG18xFK3jRzVj+iDnZpyXSFk5cX+fArh0vXb79J2Fk+e/yvAfD80M9jG+3rEa6UavxhHTFDqWBfwihrIMh9H1yBnDZ67cRAcbxqcbxq8dlchOtxj7fTDg9iHegdPQZELMVw76qzqhCePvoxH449e6DR1WZc6A+IuuPcj5zas4WQwHXwt1ArOH1pHiMQEjmXQs/OVGEkCPBn9mYZvhMwDYtXR34FgLKbI2K2tzFCUzt+zArtuCuhFFZFQm3uqkBJ2/F2YNQ+9M/kowQIn85H+U62wqIVcDfm77l267ac1adOxKEmsmQaAXG7QidEVzciYUPcm2HO6t/T64gIwRb9npUIdtXHqu7uwRzkFnA+eX9X5+gIJCA7eQ+rWmb++EWkSa5KKrJ/aSbKVLVe5gr1hIF4YeqALAQwqSOu7SYZGLxYjHCxbDEa9bkT8/gw5VIw9YPlIAhEUXGjpGN5UtECC6Xaiogi1FA9YAGXa/FnCBInCNTeDcQr5ClPbF5YFKkG2E7A0M08Nz+1QwlDz6X67vd2dmwHYbhVBm5/hBgGM6efIbAa853j9v50J1tG2QpsIBZKZElFoBSEjuuSti3twkDR4yl+aS5BwQj4J0NFFqxgT9MDtvXLD1MALERAUFwYvE7JiTNb2FtncKd8mHiZaOxo8xZy7SQIWLpyqaVdz763wDtHdz7TFKdKMD+z4+M7hezkPQZuXQaEcraXUvdgW78nWY60CzDpQ7cBDshSveOpBgyIqnD2nRM4UovAG0DWgIfaUd1LEoHBxbLBhbLFp/IR3kk7/Cjt4CsOZZeVw8Sx/iiCQb6SZHT+OPfnjgOhbUcRtteMKThioFyLOjHofWbB7CVqtDdCt10yM1Ui5VBiRAnhal4HN0HYSwzX4egnbxFfCgvDnHiahZGze/Z5yNqV0/U+p1ptRrG83/JrFVNI1ICZoMmBmnaQDBT/5XiKt9MOb6cdZu0gbFLW5luhZWc1HTeIWIogUMwU+rk5fZaqFw27WDXsrCB+8D9iWZZ52o9rbVHklFx0UEE4qkcNFYtjdG0vN9X0HIq9g5hOlb57VxntHmzvoHKCzAWh/EkVeOCHH/26wLZM+aFj6tf+rc0dE3Ti/j6xnNT/kwsxXstFmbF9fpB1uBXbe/mrx5Ul90VevzFMEBg4fi1K2KXCvu4JBZHO6UiVmq/i9h6cc6h84ejNPJFKOHkdvpGj2BVh5niCamznKWYiAeXFnclEtRXTxBwYwq3kyXnTRBEUirJZIZobJ9Fzon53zyG+NLfy0+weu8nSkeMEdntbmIoILAoy7aP6DCgKsr5zYW9NMQCQuQDVbdRJi1HR9Qh7iUJhAp/OR3m2aOMo+HZXhSVLuN1G+92ysxqNH+Pqw6cIRDFX7KVuBFHCblTHzdCYpBTKN3eutdYm7IrfEbPfaNHj+MdLmL6QXHQ5civP3EiiaQcVFUvAJvINa6kWZpgfbez2tN8YvQPYZ59ERJi6+qcsNyIsLYwikx+THXqq4Zj54xcBMJ0qkVK+fYNxBSlLaKAm1hi1jTRXlzvOiYdFlXRlioTMMafOUqb7wO+dxw0DRZev6PINTlYt7kU9piIBP8pUWTIPRqz6UcXxI1TceDhZSynUCStsgb2N1tf7gS0mT7y1wHi8l7kdtEhtB6YX0PWwQmCAEYAoxcnLC1RSFtWjjXn1KtGannjgOTy8+Z1aCtLBoSIxos+/xtzE+4yWPuCs6kIJzEZnce/+kBPrnFUvEmP86VBCsWv8Nna11PYxiSPITS8smhKQmQ0czgkfmQAlATZl4g8XyMgEgslD9SSeOrgW548bycAgCfzSXAJXCXdiHt/sqlI0g13b75ad1YoTY2b9cr8FatiEI+bKmVZm4gdcM9EtKV7+UZE78SpLA+0r0tkJPRNlil0RPLuEGzWIFT3Sc1Xmh2uGd03xV/Tlz7fcps+woxy58BMrr9P959o67u1SmLvN0tQnK86qGUlgxzfPWfIjUcqRds3GFdwNkDvbD4faVBiW94hQRAExyTGuXqIsXdphPSBsUZyr2JytCC8VbN5OO/ww41AxZE+WmR43lCKMpA6a0GfUtjX/UANRBBJKRe8p0uiQ9PYcIzd8jGri4Dw6L2Lw5ldHGL6Rx6745PqizB9ddYLsi89RfWNVfir+Yz/Xkt0wTItjz/8yRFYfxZFE6y1v283Yh7+PWvM8yrpZuoaeadhPTItST7gaVupuX5G1eCD3fQKlQonBhdYjohEKnJQfUltTRQBLyozzknZYDwBbFOfLFufKFmVDVux3dYf2e2fZ6jEFfQbqqAl25ywVrcUd6efjV8/i2wcvMD15Lg0ijF3M1Nr1rRpdlUgR+9xPUvnO12obWv887WiGkYt/cS+GvCMSXSOc+czfoHzzfwIgmuwj0XVs364/lLrAaes12EG/AkelGOdF+iTsnmXiclQucVd9gYCDbn7xeKNQJALFF5eivJyPkDeF73RVwg5Zmh0RTR8h/tJJVMZCWVvbm+9OJIgQ4amevc2LWfzw3YZt+e4o9547OAcOWHE8xy80Tr4VYJ99ss5ZBdWSHVeGxdGnfg4jfrD5uMs89ZP/Wwp/+D8TyIcAZNw0mYEnNj+onc9/v1bFv4OZaJUUM+oC/XKdZYc1Ro4jcoUx9Ur7xqhpGYVCEea1fmnZflvCd7IVric8/G18zS05q0pZJNPnIQrqSDgLV/GDdwI3I7AUTuKAS1jXopqPRxkGKnqwkd92YVoxrGj6wK5vGDZWLAq2v7K8vx0clWZCvQiEaQExlggOen1Os4JCkQoUqQD+ykyC+1GfmD2Amcnh56ebRuU0zVEpC6On9UnYs70Vjld38KPaJoH76CeJB8UCBJ1Zu2DHs9gqinNAyxYvHP9FTC8SFkRt91ZQBvNykrLqQhGg8OmXG/gHLWWhAUL7nQ4UaSe036NRn+9mq8zZAfNWsGVBbWvOqmlgn+1GHYl0ZiQ1eHweUs7Hj4Bs1R6iTpnQbyAfuxvnqbaAKIsyB9uhTbMxCsXJqoV89j8F8Slffx3xHaqjl3Cmb0CgtVvbSW/MJ71HnfIKN6+ilEHsyNE9OX+rSJPnSLNtu6XyxjeRSvtzPB8FuhMjqB4LhkA+cbevkaoMytTS6EQoqoPXgdc0YtTs94lpEx94N+3wRsZhydz499balMNQqCEz1DDrAPxyidKDe8RHTqCUCpeOOrTlaLtx71w76CF0NEopJEUoVbVRQr7mkSEUCLdIPPEVAOIXvowzeZXS1W/gjF8+4NFpNkJZFvHhEytLyIG391HbrVj8sL5YVVyH3Mcf0P3ia3t30SDAnxzFOH1x766xDYJCjmBx7kDHsNwumz4jbI+98xO1bUyavUGhsIDX8lGeK9qbljodqvi4mUhi2BHsTBfmmhyfgzZ0hVvXCKqr0gfV2WncfA473V5B5KBSRqqrzVorP/wG1slzHRPpFhEqP/zG6mvHIaiUMGL7m4+llIIzFkKtkvTgn4OafcKw48SOv0hk6Em8uXsHPRzNGsxYnMGv/DwgKNMk0tPfMbYLQNx6Q2GlMiRPn2/rNfyFWZwr761u8FyqH76F3SHOqnvnGt6DOyuvpVSgeumHxF794v4PZsSEAJjxD1xZSLP3xIPNU0s73llVlk33i68hIsSHjmHVHMCtjJwy9i/X0CuXUIYBGGAYdL/wKaxUe3M3RQT3xkf4Y3dXtgXz0229xm4QEby71/Hu3ljZ5k/cx71xheizr+7LGMw13W2UpeC8BQVBrrpaL/Uxw7BjRI50hgPQiYT2ap+vaZrEBrbZbtowSBw7uSfjWU/64jMkKmdWXscGj2Jn21fYJYFP9d0fIPnFtp2znbh3b1D649+p3+j7BIs7qFhtA8pQcCJUG5KrtZSAx2MBVdOEjndWDcsifb5Rp3Pzgwyyz7y0NwNqQvbp58k8sSrvYUSibY8Y+OP3Kf3Zv2nrOduJVMsUfvefIqXNe2vvJZ89/tfqXi+nBKgXIzDlIyUJe0Xrtnuax5yu5w5HdbQyDKLbdXB3SPLE6T07twQB5W/8IZUf/vmeXWO3+FNjSLl4YNdP2j2ko/U5pispAc/YMB8gi0FYizCvU7weN1pyVtMXnkZZh6sq2rD2zw83LBua9EVuF0GxQPn1r2Ek05AMI7bW8Amin/rynl1zu6hIlPSv/U0QoXrpDbyxuwRLC6h9lGSxzSbi3EqFd/mIFWrvuYLc8VYT98sSLjVpNI8Rahv20RCfk87thu0WPserd7gTu9DOoT2aBAHe+D3MweG6zZFnXyHy1P4FVjYj8szL2KcvINUKpW/8O6RcJFicx0hn9+X6vYkTHEk1T7tQloIBEzVgIr6EuayLawx3UQcgHnVaslhWMlUnFLxzBEWAaDmgFaRaxr364cpr1cTpVYkkqf/obzZu76B8L2WYWCOnADBr/9+7fwvrxNmDHFYDyq6lByyzENTnQwnIAy90YHU7aY2GQXeClJ9r2K4Qht0HTNnDlMzWOjZtl8SxUxhmZy8AigisqZswB4cbnFJlWaR//X/Z9PhOseNGKoPq6UdEyJx5Askt4t69TmSf0rhaRZkKTpqstP0SwmLaNb6rOGs6GGphkEeCfbUCyaDAMec+o9G9W24BiPb0ozrcwC0jros3HuahqlSG2Ge+0rBPpxizjbCO1zuky+O1Tx5sR62NqPs8e+onTiKCGoiEL2YDJL/GApYE8tp71Tw+WOIw4t7H3GD5IRnkebr8Pm+nPr8n14/2DaBabD99YIhQ/uYfrrw0unoxuxq7EHayHbeOnYZancfyOFW2m+jze6iEsAvqPksFDK67R0RgONwm4z44a+z2UgAVNIeMPcmyjwZlRpz7DdsVcMq5Sdpf2ovLrhA/dhIjEtnTa+wJSu1pOsFeEX3uUwc9BADeGf/dXZ9DKYWyav+OmBjn7JV/9tkA45yCpMKkSkQOLj9Xo9kpZjzRcgFqlzdPrzfT9D1BkTO6uB3VaQDSAdJbuyHyzMvbSg3ZCxy/SMXLt+Vca+24ccJaseHmKYidLKFOmBDv3MmDppGt706ltj2zHXHuE5XGqYsApnjEgjJ5c3/yYDSdj/I9UnNTlLK9+NGd93DOVfdWHSGZmyK58JAgZhEp5LClzETvi5QXM2Fqi8591RwCkqfOYSVbW7Y/4dzFa9JuuGLEuRM9x6Q9grQlRUxzaBHBdB16Rq+TO3KcajK7I43TqcINHix9yLnez+3BIENihUWGr71Bvn8EIiDFgJLqI2cOQaCd105mS2c10t1L4njry/axoMSQOwbUp/uVjCQT9jHuRs/h65xVDRDNLxDLL5Cduk+0uEQl1cXi8JnQkGxh7LzAYSJ/dZ9GGpIbPE6ssEjX5Kp82MjcWywcPcfs4EXkmquXlzSPFO8nXkU1SdwWIFCHI9VKs0eIkHk4ilUt0TN2qxZ0mGT++Hlyg8eRfZSPbBUvGseLxMk8HF1pKJuRCSLZCkscxXXjUNCpXp1IC5FVY1uafK6y+TDRKIviKpuKsb/i8JrOJlpYov/2Rxi1nu7x/ALR65dQEpAbPLHpsV5Q5dbcG/sxzFUMg8Wjp0jNjmPVepgbEpCdvkept59ibzeM62x+zaNDoDrP4dB0CCL03fsEy1mdodvVEgM3P8CulJg9tbnkpIjw1tjvbLpPu3HjKSafeJXjH7y+0vXSIKBv7hrBGZuFvtPIB65uJNOBtH1q7CtbL/FrWiJ35ASWU6F7/BaG56KAwLappNonxN1unGSWiSdfw66EeoSG79F7/xpdE3conX0VmfJ19alG8xjhXr9MUFhVS1CR6AGOZh9RiqUjJ+h5cAO1rt250WIOb8HZ/9auTiJNvn+YzPRY3fa+u5/gReLkBgdhTBvxTkOv4xww7t0bEISRRfvUBTAeo7wZpZg/foHckRN0j90EwLejOIn2dv9qN5VsL5Vsb/hCJIwCK0CBumAh1z3tsGo0jwn+9CQ4Nf07ZRD/8V842AHtF0oxd+IJfDtK5uEo0cIiAGKYzJ3o3O5xYposHTmJb9cmFQKZh/cxfI9IKY/qH0J0i9eOQzurB4x79f0VZzXy5Av72ia2I1AKLxpn5syzBz2SnaEUslyAGEg42TDQzqpGs0usdJZEh+k0b4kCDolsYltQqlZnMIxZS40SpVYdwQ6l3NVPuas/fCHC4vBpVBDgR6Io24DzNvKRzgXoJLb8VaXOHC5ZEiMWJz58/KCHoXkc8QjTALSN02h2jTLNwylB+BjiR2L4kcYOgocCpXDj69QxHrOY0WFgazWA3v79GEfbMGwbO9N10MPQPGLIupysZVFqmffDZgHRWvqGpytJNRqN5jAj9/XSWKfxGK1XaDStI/kAvDUbAgkNWABq0EBSNYWMSs2wKcBG5zlpNBrNIUNcCYMOGRWujLk66NBpaGdV81gjgawu2y9rn08FoXN6r/nsOpx1r3tP0I6q5hCgMGy9tK55PJCFIEzNMkCdsKAiyKSPyhrQu0aScylAbnnQZYSOqtZa7Ti0s3qAiAhN9LY1e4SIwGQQRkGPLEdGBXm/5q0OGBBRoVaq/l40jyBGLEb64jMHPQyNZsesTclaSccqBjAfhM5mSoEDTPtIXsLtgMw6K3Zd5gK4u/aktf8/r9sQdiqbOqtmIolhH75e9YcFf/wezvXLBz2MbSFBgD8zedDD2DEy7oWGbFliT1g1VA+1odI82ihWH/Ca9mP09KP0M3NPkRseFAR13ERqhVCyKDDhh4EGk9CmO+sP3OK1pqPZ1FmNHz2GndYC/3uFeO6KPp95ZATrxJkDHlELeC7Vd75/0KOg4hXYjrURR8JlnqwB04Festc8logIgeNgxuMHPZRHgqBUwLn89srryDOvYKQyBziirZFqBTxv6x07DBEBD1Svgcx4oZ71ejzqaw00jwyt91HV7CkqkcJIdx30MA4Fy2363KCy9c6AlANkzA+XeKZ19FTz+BJUK+SuXUaCzvsdhMu7qxPQ+NFjBzeYVvE8/Nmpgx7FtnCuvIf/cPygh8Fk4Sold7GlfUUEApDrLrLUefeuZu955HJWI129Bz0EzR4zU7rD9dnvtn5AubZEpNFoyN/4BGd+lt7PfBkrnjjo4axQHh+lOju98rpw+zoAXc+9/Pg1S9lL5ODXv/3A5ePpb1D2llo7oArykROuiC0e/Pg1+8+mkdXyxAOqMw/3ayw7IvBcZM2SRnzkBIG7PllF8ygRBB5ei1FVjUZTj3gu1Zkp3MX5gx5KHeJ5K938oBYFvnqZxcuX8IqFAxyZpt04fomrM99q/QCttvLYs6mz6peKzHz/Gyxefo+gQ3NcKlMTVKdXC37mfvQ6s9//JoGj7+zHDhECabJEpAtKNJoVogND9L72JWJHhg96KCuI71Mev9/kDSH38fvM/OCbDY05OgHn2od1DrZmD9Fm/LFmy5xVv1xi6eMPKI/d24fhtIfK1DgzP/g25YkHHWngIMzB8SceHPQwHikmC9e4M/9m4xtZhTpuQlxbO83jixmNkzh+itTZiyRPnukYVYDAdZl787sU791q+r6ZTNHz8mc7ZrxrcW9frVtWD2amEB0o2THTxdtIs4BDDNQZC9Kddw9o9octc1ajA0N0Pfcy0b7B/RjPtvArZXLXmks/VWem8E+d3ecRbY/qu6tV9eI6SLWCinZ2f+WgmId1xiRYnCPoG8CI7U/+m2lE6I6PNH3PMBpvaWUoOG4h4sEDnbuqeTyxu7rp//yrBz2MFUQEr5Bj6cr7zR1Vw8DOdNH72heJdmDbb3GqYWX9Gpwr7xIszWP09JH8pd9AGZ1VwyyuQ+Wdxnz/8vf+DKlWiL325X0Zh1IG3bFhPKlP2RvLfUQgAaYy1u2v4IgJFsi1zlzl1ewtmzqr3S++RvLkWcwOSsJfxq+UmfneN6jONFZiKsui91OfJ3Gic6IHDQRBXdTXf3CHwu/9U8z+o8Q+/x9gJJIHOLiNqbzxTaRSrttW+Ff/T5Jf/U+IvvS5fRlDX+Ikf+35f7rt41SXgUz4Dc2nNBrN/lOeeMDsD74VSvitRymyT79I9ukX9n9gLeI9uIN365PG7WN3iZ0415npR0FAMDfduHlmEn92/+pTomaKX3vuf9r+gUkFMQWVzlwx1ewdmzqrmSee3a9xtIyIUB4fJXf1clNHNXH8ND2vfBYjGutcRxWovv8GwTrj4N66in3xeVSsgzUQN7IR+2g7dvy9ZlR4x2tnVaM5cMTziI+cWHntF/NhQa9SdD33MpknnutoG74R1pkniH/lFzty7N7kKOIfvAHc6Wej4gYSBXR97WPHoZOuqkyOsfTRJcT3sLPdBJ6LX6sUTZw4Q++rn8OIRA94lC3gug3L6ebAUaIvvNZxS0fL+AuzOB9fathunb6IfWH7LRzFkbAPswLiqiONu0aj2RuSJ06TPHF65bVfKTP39veJdveFjmqH2kEIgyaVH36jYbtKZYh/6WdRVmc+Wp3L70ATtRyjb5DYp754ACPSaFqjM39RmxAbGuHI0Gq+ol/MU7h7E3dxgd5PfeFQtIcVpxpWka7BHBwm9Su/CR2sJ6iiceJf/KmG7ZGnX26pa4vM+NBjoMxaP+dJP8whNYEBAwGUrWB4g8/A2PmMXIJQVFq32NNoOhMzFqf/8z8BHI6WsMHSQt1rlcqQ/tXfwjx2eoMjDp7IMy9jDgw1bLfPPIHRd2TL4yUIgwvL348UAuShj+o2IVv7zlStTkCjaSOHzlldb8SsVIbs0y8ivo/RobPZpqyRAjMHjpL61d/C7B04wAFtjZFIEnvtx3Z8vMwFMBfAWQtlrfkefWAyjDILNBfwjyjURQsSO3RWb3qwEOhWfBpNB3MYnNRlkl/9q1Te+s7K6+jLn8c8drqj/wb71AXsUxd2foIJP8wZ7asFFCoCkwHyMFjVFuo1INMkKp5RqPjOo+VSCKAooGXUH0sOkXe3MUqpjl12aYaKREn95b9BsDgXvk5nMR/xzluSD2AxdBal7CIKcDYIczZzKD1BpgPoq71WQGLr1AF56ENEQVW0o6rRaNqCUgpr5CSpkV8/6KHsG+JIuBrmEa5SJdYUOgW1fwAPa87repIKnrVXVta2ff3ZAMYOPt9WczAcHg/vEcNIZzHS2YMexv7hs+osFne4Fj/mI8vGygT1SmTrO9iRMKqq0Wg0mp0TsNJFSm7swKaWBLntIbXgqsoaqP6t096kECBTPuR1DtfjjHZWNXuOiEBu/7u8dGpDCI1Gozl05HdpwwWYXj2HGArVinxuVWBKdwl73NHOqmZfkOk2Gxsf5L4PA01yoCIqjKje8kK1AY1Go9HsCplpsw13BPFlw7QACSRchStrG67RzqpmDxFZmye6BwZn0g9zqNaTUBBh5+kGGo1GowltuE9ovoM229PZAAk8ZL0XokCNWBAI8mGThhGaxxLtrGr2jrwgV2rGZj9XcUoCpX28nkaj0TyKuCCXnPoCqnYy3/ykMqNL/jX1aGdVsyeICDLq7a+TqtFoNJq2IQ/8g1FR0c8NzTq0s6ppK1IOnVSVNVYqRzUajUZzOBBPkLseatgMi5s0mg5AO6ua9uIKzATtT8bXaDQazd4TANNBWBSrfVVNh6CdVU1bkFIQdhYpaeum0Wg0hw2p1irvvZoN16Zc00FoZ1WzbWQpCDtIxWqSI54gH7t62V+j0WjaiATrOu9ZoIzdt3OtO68CDJBrrhbe13Qs2ll9xFgRwhdg0q+fHQ+YYDc/bqO2peIKPPQhrqDHAKm1MF27zN+j81M1Go2mHdQ1M1mrqALQb4TSfINm3dN7s7bTEghM+dBrhpJ+AOM+MlqT/YsC/SYUtKOq6Vy0s9phSEXAZkf9k0Uk7J1sK7BqovlrU0cnfWhi1NRxE7HXbY8rVExBLkDu+WAQiu0jUFl3gjmdn6rRaDRQm+Bv5fhFQCWbNDQBKApyrRb2DKQ+4DAdhC/X2vKkgiPr2pYqIKPCKGxJwmfBmA/LUdnqmvNWgAdN9Ko1mg5CO6sdhLiCXHXBBtnEWVU9BnQ1MXS+IGN+KOLcjCo0S0Rq2uc5oZC4Wm2TGgAVPfPWaDSPLytRyn4TtWaCL4HAcgB0MUBubqH3FAFJb+CsurK1rV1ryyuCNAsYdBuIARSD8JngrzlGozlkaGd1nxCpzbZLstIiVCmF+AIT4XK9+KzpurSxUZG5Ws5o0zfbNOCS6GIpjUajqSEi4bL8HR9mA7hor6RVyT0/jHZCazbYYe9XpBb0ipfm0UE7q/tFoRY1dYFxFS69GyAPg50ZLe1HajQazf5RBblTi5jmBPnAWQ0aOGibrNHsIdpZ3QckH4SO6nIHudKanCSNRqPRdDQiAtP+mpUvVu25RqPZczZImtG0CxFBbnvasGk0Gs1hZSYIW49qNJoDQTure4iIhPIgRb0+pNFoNIcRcSWU69NmXKM5MLSzupdUWSme0mg0Gs3hQjxBbnmwpI24RnOQaGd1j5BqraBKrxxpNBrNoSPMU91hAaxGo2kr2lndI+SWq5f/NRqN5rCSE+SBLoTVaDoBrQbQZkQkbEWa046qRqPRHEZkKUCuu6tC/xqN5kDRkdU2IiIwG4Q5Tnr5X6PRaA4njkB0+y2vNRrN3qCd1XZSlrDNnk5x0mg0mkOL6jchoZ1VjaZT0M5qO4kq1JM2mAc9EI1Go9HsFPEFdLqqRtMxaGe1jShTQUqttuDTaDQazaFCAkHu+1oFQKPpILSz2kbEE+SGp2fkGo1Gc1gpClR0gaxG00loNYA2IW5NPHpez8Y1Gs2jg1QEuVnTjDZAnbBWU51shXrECpFU2oBjINqWazQdg3ZW24UHqttAPNHdTjQazaFCqjVNUQE1ZEJSoZQKW0aP1Xdwko/W6DnFFZKpOasK1FETIk2cV1VLkzoESCDItHZUNZpOYk+cVfFCCacVUgqSq4ZKqcNhtLaDiivENmBGa1ZpNJoOxBGkLBALXy7bYakIcs2FQuiQymKAGrEQFR7Dw00ct7KE/2rIdNA0Z18dN2G482MjEghyx4Mp7axqNJ1E263HSi/ltc5qBLBrFswA1i8jxQ6/8ypuTbZKR1U1Gk0HIiVBrjhgqVCW6agJQuicFdbYrSrI7R0m3jfz8SJA3yGRSKnUmrpoNJqOYkfOqgSCjPrhrJswqsiR0BjJ7XWOKoDDyr4AcmXNMlJszTLSelS4JKVSnV0HJiJhrqrOcdJoNJ1MFagKFAXZD6fMBHXRPhR5rVIKkKu6oYtG04ls6qzKhA/9xspeSinEr0VO1xg6AXhQ+4Vv1/5VNqm8HDHr0gc6EREJe0jf1RIAGo1G00AhQBKqTn+6k1LBRMJUBrnq1aU0aDSazmFzZ/WOBxMqXLrPKugzkYd+82WSdk/SbVCDZkcZtaYsSdhDWvuqGo1GU48PcseHyVouqwrzVyVjoOwOse0Cck07qhpNJ7N1GsBy1LMkyOQ+LXMboM5aK4UAnYrkg9BRdbfeV6PRaB5b1hZhjfsdk9olUisg046qRtPRdGZ5ZgBy3QsLAOzatgGzLh3hoBERZNrXjqpGo9G0SlqFOazN5K32GSkFoXrBuF/LZdNoNJ1KZzqrEKYVjPmrNmTSh6wRRlwPGAkEuedreRONRqPZDnEFrjTXYt1HRGryimO6mkqjOQwcvOfXKrZCHbc6I6r6wIcJbeQ0Go1mW0wHyGKAZMI0AHXS2nfpQhGBqSC04xqN5lDQGYlDW5FSHSF/IiJIOWiU5tJoNBpNaziENnQ2gMUDsKWVmvC/XvrXaA4Nh8NZLYdyWbIQhP/8A7IyFS1votFoNLvGAHXagsH9fQSJI6EWuDbhGs2h4nCkAfhAzVEFYNhEndrfoYsIMhVASVs5jUaj2RU2MGDseVqXeDUN7OVCWEfqu3VpNJpDweFwVtehInt/DZF1Bu1hoPNUNRqNph1Ua4ovFyyUtTcOq4iENvuhTtvSaA47h8tZVaBOmjC0t32ml7X35MEapX8XvXSk0Wg07cAA1WPUdbVqBxLIah6sV+vCqNFoDj2Hy1ldxgPaHF0VT0IDaqiw68qYF/bR1mg0Gk17sYEj7U0DkECQ+36om6rRaB4pDpezKiD3/NChbGN0VXxBbngQAbEV5AOotO30Go1Go1mLBzLq1y1WqYSC3lrBldq6+YuIhG1cMwoSCpZEO6oazSPK4XJWFWFh1ZH2VZCKGyoNMK/zmjQajWZf8IF1OqdiAHdrL9IGDNTsfFQ1b89aARn3YJRQ10abcI3mkeVwOasW0KVCCanlObmhtq2/Gtx2oQrqhBnKUM1pK6fRaDQHSkCowQowFyDLdjkCkli18WrEAotwNUynamk0jwWHy1l1QS659dtiCulbnXWrAQOWO6KsW0oSEcjX2uy5IDqaqtFoNJ2NQyg5VUMW3Y331Wg0jySHy1ltRkXq+jvLlA/LvupRE1l2XC0FJshVd1VzT6PRaDQajUbT0Rx+Z3U9a9Sm5P6anCiD8K/VjqpGo9FoNBrNoeFwtFttB2vzoTQajUaj0Wg0h4LHx1nVaDQajUaj0Rw6tLOq0Wg0Go1Go+lYHr2cVY1Go9E0MO86/OnDyS33eyHbRU8kuidjMJXCbGPXKo1G83ignVWNRqN5DMh7Hu8uLmy53+WlJYw98idPJ1OcSab25NwXU2liZvs6G2o0ms5BO6sajUajWcGRgLo+qG3kk3yOT/K5PTn3W9EoltqbzLbnMlmG4/G2n1ehGIhGMXS0WaPZFO2sajQajebQM13du3ZWE5XynpzXAJ7OZPckNeJoLM6LXd1tP69GcxAokT2aQms0Go1Go9FoNLtEqwFoNBqNRqPRaDoW7axqNBqNRqPRaDoW7axqNBqNRqPRaDoW7axqNBqNRqPRaDoW7axqNBqNRqPRaDoW7axqNBqNRqPRaDqW/z+x/AX6OF5/dAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_sample(src_label, label)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
